[{"id": "mai-20260918-0021-calibration_b-2|c149-l1|alibaba-small|Globalization Partners (now under Radicle)", "prompt": "c149-l1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Globalization Partners (now under Radicle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **Maximum Safety**: Choose **Globalization Partners (Radicle)**."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|alibaba-small|Deel", "prompt": "c149-l1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For **Speed/Tech**: Choose **Deel**."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|alibaba-small|Remote", "prompt": "c149-l1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Remote sits in the \"sweet spot\" between the tech-first approach of Deel and the compliance-heavy approach of Radicle."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|alibaba-small|Velocity Global", "prompt": "c149-l1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Velocity Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Complex Migrations & Global Mobility... Specializes in high-volume deployments."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|alibaba-small|Oyster HR", "prompt": "c149-l1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For **Employee Experience**: Choose **Oyster**."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|anthropic-small|Remote.com", "prompt": "c149-l1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Well-Regarded EOR Providers:**\n- Remote.com"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|anthropic-small|Deel", "prompt": "c149-l1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- Deel"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|anthropic-small|Guidepoint", "prompt": "c149-l1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Guidepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Guidepoint"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|anthropic-small|Velocity", "prompt": "c149-l1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Velocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- Velocity"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|anthropic-small|ADP", "prompt": "c149-l1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- ADP"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|anthropic-small|Paychex", "prompt": "c149-l1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- Paychex"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|challenger-small|G-P", "prompt": "c149-l1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "G-P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**G-P** is the safest answer from the sources because multiple independent roundups specifically call it the best enterprise-oriented EOR"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|challenger-small|Papaya Global", "prompt": "c149-l1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often recommended for larger businesses that want strong **payroll/compliance automation**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|challenger-small|Deel", "prompt": "c149-l1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a common pick when you want a broad global employment platform with strong scale"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|challenger-small|Pebl (formerly Velocity Global)", "prompt": "c149-l1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Pebl (formerly Velocity Global)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ranked as top enterprise provider in one comparative review"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|challenger-small|Safeguard Global", "prompt": "c149-l1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Safeguard Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "highlighted as a leading \"overall\" provider in 2026"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|deepseek-small|Pebl (formerly Velocity Global)", "prompt": "c149-l1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Pebl (formerly Velocity Global)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Pebl (Velocity Global)** or **Globalization Partners** — both offer deep owned-entity footprints, high-touch support, and enterprise SLAs."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|deepseek-small|Deel", "prompt": "c149-l1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Deel** is the market leader, with a strong platform, enterprise integrations, and broad owned-entity coverage."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|deepseek-small|Remote", "prompt": "c149-l1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Remote** — legally present in all 90 of its markets with transparent pricing."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|deepseek-small|Papaya Global", "prompt": "c149-l1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Papaya Global excels at complex multi-country payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|deepseek-small|Globalization Partners (G-P)", "prompt": "c149-l1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pebl (Velocity Global)** or **Globalization Partners** — both offer deep owned-entity footprints"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|google-small|Remote", "prompt": "c149-l1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Remote** if your absolute top priority is protecting highly sensitive software intellectual property (IP)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|google-small|Rippling", "prompt": "c149-l1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for IT, Device Management, and Tech Stack Integration"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|google-small|Deel", "prompt": "c149-l1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Rapid Global Scale and Contractor-to-Employee Transition"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|google-small|G-P (Globalization Partners)", "prompt": "c149-l1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **G-P (Globalization Partners)** if you are a legacy enterprise requiring an advisory-led, consultative service model"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|google-small|Safeguard Global", "prompt": "c149-l1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Safeguard Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "G-P and Safeguard Global are pioneers of the EOR industry."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|google-small|Atlas", "prompt": "c149-l1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Direct ownership (offered primarily by **Remote**, **Atlas**, and partially by **Deel** and **Multiplier** in key hubs)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|google-small|Multiplier", "prompt": "c149-l1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "partially by **Deel** and **Multiplier** in key hubs"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|meta-small|Remote", "prompt": "c149-l1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Remote - considered the overall best EOR due to their strong performance across various aspects."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|meta-small|Pebl (formerly Velocity Global)", "prompt": "c149-l1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Pebl (formerly Velocity Global)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ranks first on EOR Overview's scoring, with 175 countries and 4.9/5 across 5,468 reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|meta-small|G-P", "prompt": "c149-l1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "G-P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "considered among the best enterprise EOR companies, built for organizations with complex regulatory requirements"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|meta-small|Papaya Global", "prompt": "c149-l1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "considered among the best enterprise EOR companies"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|meta-small|Rippling", "prompt": "c149-l1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "considered among the best enterprise EOR companies"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|minimax-small|Deel", "prompt": "c149-l1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel**, **Remote**, and **Globalization Partners** are frequently cited as top choices due to their enterprise-grade compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|minimax-small|Remote", "prompt": "c149-l1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Deel**, **Remote**, and **Globalization Partners** are frequently cited as top choices"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|minimax-small|Multiplier", "prompt": "c149-l1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is a primary concern, **Multiplier** offers good value."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|minimax-small|Remote People", "prompt": "c149-l1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Budget-friendly option (~$199/employee/month) but still provides legitimate EOR services."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|minimax-small|Globalization Partners", "prompt": "c149-l1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Globalization Partners", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Enterprise-focused with dedicated support and strong compliance capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|minimax-small|Pebl (formerly Velocity Global)", "prompt": "c149-l1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Pebl (formerly Velocity Global)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need coverage in less common markets, **Pebl** may be the best choice."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|mistral-small|Pebl (formerly Velocity Global)", "prompt": "c149-l1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Pebl (formerly Velocity Global)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pebl and Remote are especially strong due to their extensive global reach and high user satisfaction"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|mistral-small|Remote", "prompt": "c149-l1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Currently ranks as the best overall EOR for 2026"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|mistral-small|G-P", "prompt": "c149-l1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "G-P", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Frequently cited as top choices for Fortune 500 companies"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|mistral-small|Deel", "prompt": "c149-l1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Frequently cited as top choices for Fortune 500 companies"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|mistral-small|Atlas HXM", "prompt": "c149-l1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Atlas HXM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Frequently cited as top choices for Fortune 500 companies"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|mistral-small|Rippling", "prompt": "c149-l1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Frequently cited as top choices for Fortune 500 companies"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|moonshot-small|Remote", "prompt": "c149-l1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Remote** – Best Overall for Enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|moonshot-small|Deel", "prompt": "c149-l1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Deel** – Best for Global Coverage & Speed"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|moonshot-small|Papaya Global", "prompt": "c149-l1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Papaya Global** – Best for Complex Enterprise Payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|moonshot-small|Globalization Partners (G-P)", "prompt": "c149-l1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Globalization Partners (G-P)** – Best for Enterprise Reliability"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|moonshot-small|Rippling", "prompt": "c149-l1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. **Rippling** – Best for US-Based Enterprises Expanding"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|openai-small|Deel", "prompt": "c149-l1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually pick **Deel** first"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|openai-small|G-P", "prompt": "c149-l1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "G-P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for very compliance-heavy enterprise needs:** G-P"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|openai-small|Remote", "prompt": "c149-l1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good enterprise option if you want a simpler global hiring workflow"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|openai-small|Papaya Global", "prompt": "c149-l1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for integration-heavy HR/finance ops:** Papaya Global"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|xai-small|Deel", "prompt": "c149-l1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel**: Frequently #1 on G2 (4.8/5 from 6,000+ reviews) for enterprises... For **B2B SaaS/tech growth**: Deel or Remote"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|xai-small|Papaya Global", "prompt": "c149-l1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for large-scale payroll consolidation and finance teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|xai-small|Globalization Partners (G-P)", "prompt": "c149-l1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise reliability leader (180+ countries, owned entities)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|xai-small|Remote", "prompt": "c149-l1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For **B2B SaaS/tech growth**: Deel or Remote (ease of use, integrations)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|xai-small|Pebl (formerly Velocity Global)", "prompt": "c149-l1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Pebl (formerly Velocity Global)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "#1 on EOR Overview for enterprises (4.9/5 from 5,000+ reviews, 175 countries)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|xai-small|Rippling", "prompt": "c149-l1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "high ratings (4.8/5) but better for mid-large if you want unified platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|xai-small|Atlas HXM", "prompt": "c149-l1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Atlas HXM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "high ratings (4.8/5) but better for mid-large if you want unified platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|zai-small|Papaya Global", "prompt": "c149-l1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Papaya Global** and **Deel** are the two leading Employer‑of‑Record (EOR) platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|zai-small|Deel", "prompt": "c149-l1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most enterprise B2B companies end up choosing either Papaya Global or Deel"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|zai-small|Remote", "prompt": "c149-l1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Owned‑entity model with clean UX | **Remote**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|zai-small|Rippling", "prompt": "c149-l1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal if you already use Rippling for HR/IT and want a single pane of glass."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|zai-small|Globalization Partners (G‑P)", "prompt": "c149-l1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Globalization Partners (G‑P)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often the “safe‑bet” for highly regulated industries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|zai-small|Multiplier", "prompt": "c149-l1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Great value if you need deep local compliance in Asia‑Pacific."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|zai-small|Oyster", "prompt": "c149-l1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good for mid‑size remote teams that prioritize UX over sheer coverage."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l1|zai-small|Remofirst", "prompt": "c149-l1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remofirst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Not yet a “big‑enterprise” tier, but increasingly used by large firms that want cost‑efficiency."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|alibaba-small|ADP Global Payroll", "prompt": "c149-l2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP Global Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with ADP or One Global Payroll** if you value stability, compliance depth, and established processes. These are the \"safe\" enterprise choices."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|alibaba-small|One Global Payroll", "prompt": "c149-l2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "One Global Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with ADP or One Global Payroll** if you value stability, compliance depth, and established processes."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|alibaba-small|Rippling", "prompt": "c149-l2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider Rippling or Papaya** if your organization is modernizing its HR tech stack"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|alibaba-small|Papaya Global", "prompt": "c149-l2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider Rippling or Papaya** if your organization is modernizing its HR tech stack"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|anthropic-small|ADP (Automatic Data Processing)", "prompt": "c149-l2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP (Automatic Data Processing)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "One of the largest and most established payroll processors globally, with strong capabilities in multiple countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|anthropic-small|Paychex", "prompt": "c149-l2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another major player with robust payroll solutions, particularly strong in North America, offering scalability for large enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|anthropic-small|Workday", "prompt": "c149-l2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "particularly strong for enterprise-level companies, with global capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|anthropic-small|SAP SuccessFactors", "prompt": "c149-l2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-grade solution that integrates payroll with broader HR functions"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|anthropic-small|Gusto", "prompt": "c149-l2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though historically stronger in the US, it's expanding globally"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|anthropic-small|Rippling", "prompt": "c149-l2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Modern all-in-one platform combining payroll, HR, IT, and benefits, increasingly popular for large companies"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|anthropic-small|BrightPay", "prompt": "c149-l2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "BrightPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**BrightPay** or **TriNet** for multi-country support"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|anthropic-small|TriNet", "prompt": "c149-l2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**BrightPay** or **TriNet** for multi-country support"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|anthropic-small|Deel", "prompt": "c149-l2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Deel** or **Remote** for highly distributed global teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|anthropic-small|Remote", "prompt": "c149-l2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Deel** or **Remote** for highly distributed global teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|challenger-small|ADP GlobalView Payroll", "prompt": "c149-l2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP GlobalView Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **ADP GlobalView Payroll** as the default choice"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|challenger-small|Papaya Global", "prompt": "c149-l2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Papaya Global** if you want strong **multi-country payroll automation**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|challenger-small|Rippling", "prompt": "c149-l2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** if you want a **single platform** that combines HR, IT, finance, and payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|challenger-small|CloudPay", "prompt": "c149-l2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "CloudPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CloudPay** if your organization is highly enterprise-focused and prefers a managed-service style payroll model"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|deepseek-small|ADP GlobalView", "prompt": "c149-l2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP GlobalView", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ADP GlobalView** as the leading choice"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|deepseek-small|Papaya Global", "prompt": "c149-l2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Papaya Global** as a strong modern alternative depending on your priorities"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|deepseek-small|CloudPay", "prompt": "c149-l2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "CloudPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CloudPay \\u2014 Also Worth Shortlisting"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|google-small|ADP (GlobalView / Celergo)", "prompt": "c149-l2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP (GlobalView / Celergo)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP GlobalView** is the gold standard. It handles complex payroll, tax, and benefits compliance across up to 140 countries."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|google-small|Papaya Global", "prompt": "c149-l2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Finance-led enterprises prioritizing automated cross-border treasury management and compliance liability protection."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|google-small|UKG One View (formerly Immedis)", "prompt": "c149-l2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "UKG One View (formerly Immedis)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "UKG One View acts as a single control layer"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|google-small|Dayforce (formerly Ceridian)", "prompt": "c149-l2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Complex B2B enterprises with heavy shift-based, hourly, or highly unionized workforces."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|google-small|Deel (Enterprise)", "prompt": "c149-l2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It is the premier choice for fast-moving B2B giants that want a modern UI"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|google-small|CloudPay", "prompt": "c149-l2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "CloudPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ADP and CloudPay lead the market in Workday integrations."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|meta-small|ADP Global Payroll", "prompt": "c149-l2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP Global Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top global payroll providers for a large B2B company with thousands of employees are:\n\n1. ADP Global Payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|meta-small|Papaya Global", "prompt": "c149-l2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Papaya Global"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|meta-small|Deel", "prompt": "c149-l2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Deel"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|meta-small|Remote", "prompt": "c149-l2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Remote"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|meta-small|Rippling", "prompt": "c149-l2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|minimax-small|ADP (GlobalView/Celergo)", "prompt": "c149-l2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP (GlobalView/Celergo)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP GlobalView** if you want a proven enterprise solution with strong compliance and brand recognition"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|minimax-small|Papaya Global", "prompt": "c149-l2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Papaya Global** if you want modern cloud-native platform with competitive pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|minimax-small|Remote", "prompt": "c149-l2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best overall** in many reviews - Transparent pricing, unified platform, strong for distributed teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|minimax-small|Rippling", "prompt": "c149-l2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** if you want to consolidate HR, IT, and payroll systems"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|minimax-small|Deel", "prompt": "c149-l2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Global hiring and payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|mistral-small|ADP Global Payroll", "prompt": "c149-l2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP Global Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ADP Global Payroll is the safest choice for traditional, large-scale operations"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|mistral-small|Papaya Global", "prompt": "c149-l2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Papaya Global and Remote are excellent for companies seeking modern, tech-driven solutions"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|mistral-small|Remote", "prompt": "c149-l2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Papaya Global and Remote are excellent for companies seeking modern, tech-driven solutions"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|mistral-small|Deel", "prompt": "c149-l2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deel and G-P are also strong contenders, especially for companies prioritizing speed and ease of expansion."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|mistral-small|Globalization Partners (G-P)", "prompt": "c149-l2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deel and G-P are also strong contenders"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|moonshot-small|ADP Global Payroll", "prompt": "c149-l2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP Global Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **ADP Global Payroll** if you want proven reliability and fastest time-to-value, or **Workday**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|moonshot-small|SAP SuccessFactors", "prompt": "c149-l2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company already uses SAP ERP, SuccessFactors is the natural choice"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|moonshot-small|Workday", "prompt": "c149-l2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Workday** if you're willing to invest in a modern, unified platform"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|moonshot-small|Oracle HCM", "prompt": "c149-l2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "if Oracle \\u2192 Oracle HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|openai-small|ADP GlobalView Payroll", "prompt": "c149-l2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP GlobalView Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **ADP GlobalView Payroll**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|openai-small|Deel Payroll", "prompt": "c149-l2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel Payroll** is also a strong contender"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|xai-small|ADP (specifically ADP GlobalView Payroll)", "prompt": "c149-l2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP (specifically ADP GlobalView Payroll)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend ADP (specifically ADP GlobalView Payroll) as the top global payroll provider."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|xai-small|SAP SuccessFactors (Employee Central Payroll)", "prompt": "c149-l2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "SAP SuccessFactors (Employee Central Payroll)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Deep HCM integration; top for complex hierarchies"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|xai-small|Workday HCM", "prompt": "c149-l2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent UI/finance ties; Gartner Leader for 1,000+ employee HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|xai-small|Oracle Fusion Cloud HCM", "prompt": "c149-l2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modular, end-to-end; good for workforce mgmt"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|xai-small|UKG", "prompt": "c149-l2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "2026 Gartner Leader in HCM Suites for large enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|xai-small|Deel", "prompt": "c149-l2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Newer players like Deel/Papaya shine for contractors/EOR but less for pure employee payroll at massive scale."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|xai-small|Papaya", "prompt": "c149-l2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Newer players like Deel/Papaya shine for contractors/EOR but less for pure employee payroll at massive scale."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|zai-small|ADP Global Payroll", "prompt": "c149-l2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP Global Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP Global Payroll** — Best Overall for Large Enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|zai-small|Papaya Global", "prompt": "c149-l2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would start with **ADP Global Payroll** or **Papaya Global**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|zai-small|TopSource Worldwide", "prompt": "c149-l2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "TopSource Worldwide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TopSource Worldwide** — Best for Compliance Depth"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l2|zai-small|Rippling", "prompt": "c149-l2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** — Best All-in-One Platform"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|alibaba-small|Deel", "prompt": "c149-l3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel is the market volume leader known for its robust technology stack."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|alibaba-small|G-P (Global Professional)", "prompt": "c149-l3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P (Global Professional)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A veteran in the space, G-P is favored by highly regulated industries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|alibaba-small|Atlas HXM", "prompt": "c149-l3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Atlas HXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Atlas focuses on the entire lifecycle, moving beyond simple payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|alibaba-small|Remote", "prompt": "c149-l3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Compliance-First Operations"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|alibaba-small|Safeguard Global", "prompt": "c149-l3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Safeguard Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deep expertise in cross-border tax optimization and international assignment management"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|alibaba-small|Papaya Global", "prompt": "c149-l3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Papaya is a \"payroll aggregation\" platform"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|alibaba-small|Rippling", "prompt": "c149-l3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Plug-and-Play (Deel, Rippling): APIs designed to sync seamlessly with modern stacks"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|anthropic-small|Deel", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The leading choices are Deel (widest vendor stack across EOR, contractor, and payroll in 150+ countries)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|anthropic-small|Remote", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Remote stands out with its owned-entity model"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|anthropic-small|Papaya Global", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Papaya Global is the only major EOR that publicly assumes liability for breaches of local compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|anthropic-small|Rippling", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Rippling (unified HR, IT, and finance on one platform with global EOR built in)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|anthropic-small|ADP", "prompt": "c149-l3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other notable enterprise contenders include ADP (established enterprise payroll provider with consolidated multi-country workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|challenger-small|Deel", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel is often described as the broadest all-in-one platform"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|challenger-small|Remote", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Remote if compliance, IP protection, and direct entity ownership matter most"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|challenger-small|Papaya Global", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Papaya Global if your priority is global payroll consolidation, payments, and analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|challenger-small|G-P", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose G-P if you need heavy legal/compliance support for difficult jurisdictions"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|challenger-small|Atlas HXM", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Atlas HXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Atlas HXM if you want a direct-owned-entity enterprise EOR model"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|challenger-small|Rippling", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Rippling if you want EOR plus HR and IT in one environment"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|challenger-small|Pebl (formerly Velocity Global)", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Pebl (formerly Velocity Global)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pebl as a high-touch enterprise option with a large owned-entity footprint"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|challenger-small|Teamed", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Teamed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Emphasized for certifications, named integrations, SLAs, and a path from EOR to owned entities"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|challenger-small|Omni HR", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Omni HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "some lists also highlighting Omni HR and Playroll for specific enterprise use cases"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|challenger-small|Playroll", "prompt": "c149-l3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Playroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "some lists also highlighting Omni HR and Playroll for specific enterprise use cases"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|deepseek-small|Globalization Partners (G-P / \"Pebl\" after its Velocity Global merger)", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Globalization Partners (G-P / \"Pebl\" after its Velocity Global merger)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The company that *invented* the EOR category... the highest compliance score in the category... Most enterprises shortlist **G-P, Deel, and Papaya Global**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|deepseek-small|Atlas HXM", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Atlas HXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Owned-entity model across 160+ countries. Differentiated by **global mobility**... Best when relocation/mobility is a core need."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|deepseek-small|Deel", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"modernized\" category leader... Fastest and most tech-forward deployment... but Deel has faced some compliance scrutiny"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|deepseek-small|Remote", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "75+ largely **all-owned** entities with proprietary payroll engines... Popular with remote-first enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|deepseek-small|Papaya Global", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Widely considered the **best pure global payroll engine** for enterprise finance teams... the CFO-defensible choice"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|deepseek-small|ADP Global Payroll", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP Global Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best when procurement requires an established, conventional provider with deep enterprise history."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|deepseek-small|CloudPay", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "CloudPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "An enterprise payroll specialist (130+ countries) running on a **partner-network** model rather than owned entities."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|deepseek-small|Rippling", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best when you want to consolidate your entire HR stack, not just employment."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|deepseek-small|Oyster HR", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cleanest platform UX, best for mid-market/remote-first teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|deepseek-small|Multiplier", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Budget-conscious (low-cost compliance)."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|deepseek-small|BIPO", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "BIPO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Strongest for APAC coverage and regional HRMS."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|deepseek-small|Remofirst", "prompt": "c149-l3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remofirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Leaders in this model: **Papaya Global, ADP, CloudPay, Multiplier, Remofirst**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|google-small|Deel", "prompt": "c149-l3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most comprehensive and fastest-scaling \"all-in-one\" global HR platform."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|google-small|Rippling", "prompt": "c149-l3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling's \"super-app\" architecture is unmatched for operational automation."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|google-small|Remote", "prompt": "c149-l3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Remote if your legal and security teams demand direct liability, absolute IP protection"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|google-small|Papaya Global", "prompt": "c149-l3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A licensed global payments network built specifically for multi-country enterprise payroll."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|google-small|Mercans", "prompt": "c149-l3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Mercans", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A non-aggregator, direct payroll giant built on its proprietary HR Blizz gross-to-net engine."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|google-small|Pebl (formerly Velocity Global)", "prompt": "c149-l3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Pebl (formerly Velocity Global)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Pebl if you need white-glove, expert advisory services to support complex global restructuring"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|google-small|Omnipresent", "prompt": "c149-l3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Omnipresent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Following its acquisition of major competitor Omnipresent"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|meta-small|Deel", "prompt": "c149-l3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel is considered the best overall EOR provider"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|meta-small|Remote", "prompt": "c149-l3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Remote is the best for EOR-first companies adding payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|meta-small|Papaya Global", "prompt": "c149-l3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Papaya Global is the strongest dedicated global payroll platform"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|meta-small|Payoneer", "prompt": "c149-l3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top enterprise-grade EOR and global payroll platforms are Deel, Remote, Papaya Global, Payoneer, Rippling, and ADP GlobalView."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|meta-small|Rippling", "prompt": "c149-l3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top enterprise-grade EOR and global payroll platforms are Deel, Remote, Papaya Global, Payoneer, Rippling, and ADP GlobalView."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|meta-small|ADP GlobalView", "prompt": "c149-l3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP GlobalView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ADP GlobalView is the best enterprise option for large, complex payroll programs"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|minimax-small|Deel", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For maximum speed & simplicity**: Deel, Remote (owned entities, fast onboarding)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|minimax-small|Remote", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For maximum speed & simplicity**: Deel, Remote (owned entities, fast onboarding)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|minimax-small|G-P", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For enterprise scale & analytics**: Papaya Global, G-P"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|minimax-small|Papaya Global", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For enterprise scale & analytics**: Papaya Global, G-P"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|minimax-small|Rippling", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For unified HR/IT/finance**: Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|minimax-small|Oyster HR", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Oyster HR** | 180+ | $599/employee/month | Great UX, mid-size teams |"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|minimax-small|Velocity Global", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Velocity Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Velocity Global** | 185+ | Custom | Maximum country coverage |"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|minimax-small|Multiplier", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**For Asia-Pacific depth**: Omni HR, Multiplier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|minimax-small|ADP", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**For global payroll consolidation**: ADP, Workday, UKG"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|minimax-small|Workday", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**For global payroll consolidation**: ADP, Workday, UKG"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|minimax-small|SAP SuccessFactors", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "| **SAP SuccessFactors** | Global | Enterprise ERP ecosystem |"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|minimax-small|UKG", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**For global payroll consolidation**: ADP, Workday, UKG"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|minimax-small|Dayforce", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "| **Dayforce** | Global | Unified workforce management |"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|minimax-small|Paycom", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "| **Paycom** | US-focused | Employee-managed payroll |"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|minimax-small|Paylocity", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "| **Paylocity** | US-focused | Integrations and open APIs |"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|minimax-small|Omni HR", "prompt": "c149-l3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Omni HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**For Asia-Pacific depth**: Omni HR, Multiplier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|mistral-small|Remote", "prompt": "c149-l3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Remote** - Best for: Unified global employment (EOR, HRIS, contractor management, global payroll)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|mistral-small|Deel", "prompt": "c149-l3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Global hiring and all-in-one workforce management (EOR, payroll, contractors)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|mistral-small|Papaya Global", "prompt": "c149-l3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Large enterprises needing dedicated global payroll and analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|mistral-small|ADP (GlobalView/Celergo)", "prompt": "c149-l3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP (GlobalView/Celergo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprise-scale organizations with complex pay structures and existing entities"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|mistral-small|Globalization Partners (G-P)", "prompt": "c149-l3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Enterprises needing white-glove support for global expansion"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|moonshot-small|G-P (Globalization Partners)", "prompt": "c149-l3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most mature, pure-play enterprise EOR. Consistently ranked #1 by analysts for product depth and compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|moonshot-small|Deel", "prompt": "c149-l3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Deel** and **Remote** as strong alternatives for platform-first global expansion"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|moonshot-small|Remote", "prompt": "c149-l3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Deel** and **Remote** as strong alternatives for platform-first global expansion"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|moonshot-small|Atlas HXM", "prompt": "c149-l3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Atlas HXM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Direct EOR specialist with massive owned-entity footprint."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|moonshot-small|Papaya Global", "prompt": "c149-l3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the debate is usually between **G-P** (maximum compliance maturity), **Papaya** (financial control)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|moonshot-small|Rippling", "prompt": "c149-l3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Rippling** (unified HR/IT)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|moonshot-small|TopSource Worldwide", "prompt": "c149-l3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "TopSource Worldwide", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong for consolidated global payroll with GL-ready journals and optional entity setup services."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|openai-small|Deel", "prompt": "c149-l3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best “one platform” EOR + payroll option:** Deel, Remote, Papaya Global."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|openai-small|Remote", "prompt": "c149-l3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often viewed as a more **cohesive product experience** across EOR, payroll, and contractor management."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|openai-small|Papaya Global", "prompt": "c149-l3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** enterprise organizations focused on **global workforce payments and payroll orchestration**."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|openai-small|Oyster", "prompt": "c149-l3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fast global hiring, lots of contractor/EOR use:** Deel, Remote, Oyster, Multiplier."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|openai-small|Velocity Global", "prompt": "c149-l3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Velocity Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Velocity Global / Multiplier** lean more toward **EOR + global workforce operations**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|openai-small|Multiplier", "prompt": "c149-l3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fast global hiring, lots of contractor/EOR use:** Deel, Remote, Oyster, Multiplier."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|openai-small|ADP Global Payroll", "prompt": "c149-l3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP Global Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for:** large enterprises that want a **mature, traditional payroll powerhouse** with global coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|openai-small|Workday Global Payroll", "prompt": "c149-l3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Workday Global Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for:** companies already using Workday HCM that want payroll to fit tightly into the core HR stack."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|openai-small|SAP SuccessFactors Employee Central Payroll", "prompt": "c149-l3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "SAP SuccessFactors Employee Central Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for:** multinational enterprises already standardized on SAP."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|xai-small|Deel", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For pure speed/no-entity EOR, pick Deel/Remote."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|xai-small|Remote", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For pure speed/no-entity EOR, pick Deel/Remote."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|xai-small|Papaya Global", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For payroll-heavy enterprises, ADP/Papaya. Hybrids like Papaya suit transitions from EOR to entities."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|xai-small|Globalization Partners (G-P)", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "High-touch enterprise support, deep compliance. | $399+ | Higher cost for custom."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|xai-small|Velocity Global", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Velocity Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Velocity Global (now Pebl)... High-touch enterprise support, deep compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|xai-small|Rippling", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "All-in-one HR/IT/payroll; US-first global add-on. ... Shallower non-US coverage."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|xai-small|ADP (GlobalView/Celergo)", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP (GlobalView/Celergo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For payroll-heavy enterprises, ADP/Papaya."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|xai-small|Workday", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Unified HCM/finance, executive dashboards. | Enterprise quote | Requires Workday ecosystem."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|xai-small|SAP SuccessFactors", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "In-house calculations for multinationals. | Enterprise quote | Complex setup."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|xai-small|Dayforce (Ceridian)", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Modern unified time/pay, real-time processing. | Enterprise quote | Less partner breadth."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|xai-small|Oracle HCM", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Top enterprise-grade global payroll platforms include ... Oracle HCM, and UKG."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|xai-small|UKG", "prompt": "c149-l3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Top enterprise-grade global payroll platforms include ... Oracle HCM, and UKG."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|zai-small|Deel", "prompt": "c149-l3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** leads in breadth of coverage and contractor management."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|zai-small|Remote", "prompt": "c149-l3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote** stands out for transparent pricing and a unified EOR/payroll/HRIS platform."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|zai-small|Papaya Global", "prompt": "c149-l3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Papaya Global** excels at enterprise payroll consolidation, payments, and analytics."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|zai-small|Rippling", "prompt": "c149-l3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** offers the tightest HR\\u2011IT\\u2011payroll integration."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|zai-small|Oyster HR", "prompt": "c149-l3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong choices for remote\\u2011first and early\\u2011stage companies"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|zai-small|Multiplier", "prompt": "c149-l3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Low\\u2011cost startup compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|zai-small|ADP Global Payroll", "prompt": "c149-l3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP Global Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best for very large enterprises requiring deep compliance and HCM integration"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|zai-small|Dayforce (formerly Ceridian)", "prompt": "c149-l3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Dayforce offering a real\\u2011time pay engine"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l3|zai-small|BIPO", "prompt": "c149-l3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "BIPO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**BIPO** is a specialist for APAC operations."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|alibaba-small|Remote", "prompt": "c149-l4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Choice: Remote.com ... widely considered the gold standard for enterprise compliance and cost predictability"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|alibaba-small|Deel", "prompt": "c149-l4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Scale & Tech Integration: Deel"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|alibaba-small|G-P", "prompt": "c149-l4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "G-P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Legacy Enterprise Complexity: G-P"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|alibaba-small|Rippling", "prompt": "c149-l4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best \"Total Solution\" Platform: Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|alibaba-small|Velocity Global/Pebl", "prompt": "c149-l4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Velocity Global/Pebl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "G-P (and its subsidiary Velocity Global/Pebl)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|anthropic-small|Papaya Global", "prompt": "c149-l4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "opt for **Papaya Global or Safeguard Global** if you need enterprise-grade customization"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|anthropic-small|Safeguard Global", "prompt": "c149-l4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Safeguard Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "opt for **Papaya Global or Safeguard Global** if you need enterprise-grade customization"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|anthropic-small|Velocity Global", "prompt": "c149-l4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Velocity Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Papaya Global, Velocity Global, and Safeguard Global are built for the SLAs and complexity enterprise buyers expect."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|anthropic-small|Remote&", "prompt": "c149-l4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote&", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Remote/Remote&** if you prefer transparent, standardized flat-rate pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|anthropic-small|Remote", "prompt": "c149-l4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Remote offers flat-rate pricing of around $699 per employee per month with discounts for annual commitments"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|anthropic-small|G-P (formerly Globalization Partners)", "prompt": "c149-l4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "G-P (formerly Globalization Partners)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "## Alternative for Scale ... one of the longest-standing names in the EOR space"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|challenger-small|Papaya Global", "prompt": "c149-l4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would lean toward **Papaya Global** first"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|challenger-small|Safeguard Global", "prompt": "c149-l4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Safeguard Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Safeguard Global** if compliance-heavy operations matter more than price"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|challenger-small|Remote", "prompt": "c149-l4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "its cited value proposition is more general than specifically enterprise-cost predictability at very large scale"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|deepseek-small|Rippling", "prompt": "c149-l4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling if you want to consolidate HR, payroll, and IT into one system and negotiate a flat enterprise bundle — best all-around for large companies wanting a single predictable bill."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|deepseek-small|Papaya Global", "prompt": "c149-l4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Papaya Global or G-P if compliance depth and enterprise support matter more than the sticker price (but expect custom, less transparent pricing with annual minimums)."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|deepseek-small|Globalization Partners (G-P)", "prompt": "c149-l4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing is quote-based and on the higher end ($699–$900+/mo), often with annual minimum headcount commitments and $10K–50K implementation fees"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|deepseek-small|Multiplier", "prompt": "c149-l4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multiplier or Plane if you want the most transparent, fixed per-employee pricing with volume discounts and minimal hidden fees."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|deepseek-small|Plane", "prompt": "c149-l4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Plane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Flat ~$499/employee/month with transparent, no-hidden-fee pricing."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|deepseek-small|Deel", "prompt": "c149-l4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deel: Standard $599/employee/month (discounted to $499 in year one in some markets)."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|deepseek-small|Remote", "prompt": "c149-l4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Remote: Flat $599/employee/month with strong IP protection and no setup fees."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|google-small|Remote", "prompt": "c149-l4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best EOR is **Remote**, with **Deel** as a close runner-up"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|google-small|Deel", "prompt": "c149-l4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Deel** as a close runner-up"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|google-small|Globalization Partners (G-P)", "prompt": "c149-l4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "evaluating Remote, Deel, or traditional options like Globalization Partners (G-P)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|meta-small|Borderless AI", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Borderless AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated EOR services include Borderless AI, Playroll, Remote People, Deel, Remote, Papaya Global..."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|meta-small|Playroll", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Playroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated EOR services include Borderless AI, Playroll, Remote People, Deel..."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|meta-small|Remote People", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top-rated EOR services include ... Remote People, Deel, Remote"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|meta-small|Deel", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top-rated EOR services include ... Deel, Remote, Papaya Global"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|meta-small|Remote", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top-rated EOR services include ... Remote, Papaya Global, Oyster HR"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|meta-small|Papaya Global", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Papaya Global, Oyster HR, Rippling, Velocity Global"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|meta-small|Oyster HR", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Oyster HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Oyster HR, Rippling, Velocity Global, Multiplier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|meta-small|Rippling", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Rippling, Velocity Global, Multiplier, RemoFirst, and Skuad"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|meta-small|Velocity Global", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Velocity Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Velocity Global, Multiplier, RemoFirst, and Skuad"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|meta-small|Multiplier", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Multiplier, RemoFirst, and Skuad"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|meta-small|RemoFirst", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "RemoFirst, and Skuad"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|meta-small|Skuad", "prompt": "c149-l4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Skuad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "RemoFirst, and Skuad"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|minimax-small|Deel", "prompt": "c149-l4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would **start the conversation with Deel** (or Remote) and push for a **volume‑discount flat fee**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|minimax-small|Remote", "prompt": "c149-l4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the two most‑often‑recommended employer‑of‑record (EOR) platforms are **Deel** and **Remote**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|minimax-small|RemoFirst", "prompt": "c149-l4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "is the cheapest published rate, but it lacks the full‑service, high‑touch enterprise support that most large firms expect"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|minimax-small|Remote&", "prompt": "c149-l4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote&", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Remote&** ($400 flat) | Very competitive price, still backed by Remote's infrastructure."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|minimax-small|Oyster", "prompt": "c149-l4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Oyster** ($699 list) | Slightly more expensive but excellent UX, strong benefits admin."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|mistral-small|Atlas HXM", "prompt": "c149-l4", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Atlas HXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employer of record (EOR) for a large company needing predictable total cost across thousands of users is **Atlas HXM**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|mistral-small|Remote", "prompt": "c149-l4", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option is **Remote**, which ranks as the best overall EOR for 2026"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|moonshot-small|Remote", "prompt": "c149-l4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **predictable total costs at scale**, I'd recommend **Remote** or **Deel**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|moonshot-small|Deel", "prompt": "c149-l4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Remote** or **Deel**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|moonshot-small|Papaya Global", "prompt": "c149-l4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Papaya Global** - Best for Finance/Payroll Consolidation"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|moonshot-small|Atlas HXM", "prompt": "c149-l4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Atlas HXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Atlas HXM** - Best for Direct Model Preference"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|openai-small|Deel", "prompt": "c149-l4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Deel**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|openai-small|Oyster", "prompt": "c149-l4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Oyster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "higher per-employee pricing and/or more cost volatility in public pricing summaries, such as Oyster at $699/month EOR"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|openai-small|Pebl", "prompt": "c149-l4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Pebl", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Pebl / Velocity Global** ... public pricing signals suggest they may be pricier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|openai-small|Multiplier", "prompt": "c149-l4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Multiplier with reviewer reports of added FX/management fees"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|openai-small|Remote", "prompt": "c149-l4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Remote** — worth comparing because its terms reference a **flat monthly service fee per employee**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|openai-small|Velocity Global", "prompt": "c149-l4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Velocity Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Pebl / Velocity Global** ... public pricing signals suggest they may be pricier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|openai-small|G-P", "prompt": "c149-l4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "G-P", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**G-P / Safeguard Global** — generally more enterprise-oriented, but public pricing signals suggest they may be pricier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|openai-small|Safeguard Global", "prompt": "c149-l4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Safeguard Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**G-P / Safeguard Global** — generally more enterprise-oriented, but public pricing signals suggest they may be pricier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|xai-small|Deel", "prompt": "c149-l4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Deel** (Standard/Enterprise Plans)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|xai-small|Remote", "prompt": "c149-l4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Flat-fee leader in transparency (no surprises per reviews)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|xai-small|Globalization Partners (G-P)", "prompt": "c149-l4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise favorite (Gartner Peer Insights 4.5/5). 180+ countries, owned entities."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|xai-small|Papaya Global", "prompt": "c149-l4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for data-driven enterprises (AI payroll)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|xai-small|Remofirst", "prompt": "c149-l4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for Predictability at Scale - Budget EORs like Remofirst"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|xai-small|RemotePeople", "prompt": "c149-l4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemotePeople", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Budget EORs like Remofirst/RemotePeople/Skuad ($199-400 PEPM): Partner networks risk compliance gaps"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|xai-small|Skuad", "prompt": "c149-l4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Skuad", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Budget EORs like Remofirst/RemotePeople/Skuad ($199-400 PEPM): Partner networks risk compliance gaps"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|xai-small|Pebl", "prompt": "c149-l4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Pebl", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Percentage-based (e.g., Pebl 8-15% of salary): Unpredictable with salary variance."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|zai-small|Papaya Global", "prompt": "c149-l4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employer of record (EOR) provider is **Papaya Global**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|zai-small|Globalization Partners (G-P)", "prompt": "c149-l4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "G-P is the runner-up"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l4|zai-small|Deel", "prompt": "c149-l4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their real total cost is often higher than Papaya due to **FX markups**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l5|deepseek-small|Deel", "prompt": "c149-l5", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "many of the leading EORs (Deel, Remote, Rippling, Oyster, Omni HR) publish **trust centers**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l5|deepseek-small|Remote", "prompt": "c149-l5", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "many of the leading EORs (Deel, Remote, Rippling, Oyster, Omni HR) publish **trust centers**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l5|deepseek-small|Rippling", "prompt": "c149-l5", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "many of the leading EORs (Deel, Remote, Rippling, Oyster, Omni HR) publish **trust centers**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l5|deepseek-small|Oyster", "prompt": "c149-l5", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "many of the leading EORs (Deel, Remote, Rippling, Oyster, Omni HR) publish **trust centers**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l5|deepseek-small|Omni HR", "prompt": "c149-l5", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Omni HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "many of the leading EORs (Deel, Remote, Rippling, Oyster, Omni HR) publish **trust centers**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l5|google-small|Deel", "prompt": "c149-l5", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "e.g., Deel, Remote, and G-P own entities in many countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l5|google-small|Remote", "prompt": "c149-l5", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Deel, Remote, and G-P own entities in many countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l5|google-small|G-P", "prompt": "c149-l5", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "G-P", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Deel, Remote, and G-P own entities in many countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l5|xai-small|Deel", "prompt": "c149-l5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "shortlisted vendors like Deel, Remote, Papaya Global, Lifted, or Safeguard Global"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l5|xai-small|Remote", "prompt": "c149-l5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "shortlisted vendors like Deel, Remote, Papaya Global, Lifted, or Safeguard Global"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l5|xai-small|Papaya Global", "prompt": "c149-l5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "shortlisted vendors like Deel, Remote, Papaya Global, Lifted, or Safeguard Global"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l5|xai-small|Lifted", "prompt": "c149-l5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Lifted", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "shortlisted vendors like Deel, Remote, Papaya Global, Lifted, or Safeguard Global"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l5|xai-small|Safeguard Global", "prompt": "c149-l5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Safeguard Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "shortlisted vendors like Deel, Remote, Papaya Global, Lifted, or Safeguard Global"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|alibaba-small|G-P (formerly Gi Group)", "prompt": "c149-l6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "G-P (formerly Gi Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "prioritize established players recognized for enterprise-grade infrastructure—such as **G-P (formerly Gi Group)**, **Magnit**, and **Atlas**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|alibaba-small|Magnit", "prompt": "c149-l6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Magnit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as **G-P (formerly Gi Group)**, **Magnit**, and **Atlas**—who have proven track records"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|alibaba-small|Atlas", "prompt": "c149-l6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Atlas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Magnit**, and **Atlas**—who have proven track records with \"audit readiness\" and owned-entity depth"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|anthropic-small|Rippling", "prompt": "c149-l6", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Rippling has uneven customer support, with complaints including tickets staying unresolved for months, inconsistent answers from support staff, weak internal coordination"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|anthropic-small|Omnipresent", "prompt": "c149-l6", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Omnipresent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users experienced issues with overlooked charges in payslips, non-compliance with local laws and regulations, and a lack of integration"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|challenger-small|Globalization Partners", "prompt": "c149-l6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Globalization Partners", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the most explicit “do not buy” warning is for **Globalization Partners, Velocity Global / Pebl, Atlas, and Papaya Global Enterprise**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|challenger-small|Velocity Global / Pebl", "prompt": "c149-l6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Velocity Global / Pebl", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the most explicit “do not buy” warning is for **Globalization Partners, Velocity Global / Pebl, Atlas, and Papaya Global Enterprise**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|challenger-small|Atlas", "prompt": "c149-l6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Atlas", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "the most explicit “do not buy” warning is for **Globalization Partners, Velocity Global / Pebl, Atlas, and Papaya Global Enterprise**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|challenger-small|Papaya Global Enterprise", "prompt": "c149-l6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "the most explicit “do not buy” warning is for **Globalization Partners, Velocity Global / Pebl, Atlas, and Papaya Global Enterprise**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|deepseek-small|Gusto", "prompt": "c149-l6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Cautious — avoid for anything beyond US payroll.... avoid Gusto (not global)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|deepseek-small|Papaya Global", "prompt": "c149-l6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cautious — documented payroll failures and support gaps."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|deepseek-small|Deel", "prompt": "c149-l6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cautious — enterprise support and compliance concerns."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|deepseek-small|Remote.com", "prompt": "c149-l6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cautious — compliance risk in strict labor law jurisdictions."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|google-small|Papaya Global", "prompt": "c149-l6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large enterprises should be highly cautious of fully partner-reliant platforms like **Papaya Global** for critical hires"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|google-small|Rippling", "prompt": "c149-l6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "using Rippling can force you into a \"platform tax\"—paying for a massive tech stack of idle modules you do not use"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|google-small|Oyster", "prompt": "c149-l6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "\"All-in-One\" Tech Platforms Designed for SMBs... large enterprises can run into major structural hurdles"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|google-small|Multiplier", "prompt": "c149-l6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Common Examples: *Rippling, Oyster, Multiplier, and generic contractor platforms.*"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|google-small|Deel", "prompt": "c149-l6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "many enterprise buyers complain that tier-1 customer support remains slow and lacks regional expertise"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|google-small|ADP Global Payroll", "prompt": "c149-l6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP Global Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Legacy Enterprise Giants with Antiquated Infrastructure... they present massive operational bottlenecks"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|google-small|Strada (formerly Alight)", "prompt": "c149-l6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Strada (formerly Alight)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Setting up a global payroll system with a provider like ADP or Strada can take anywhere from **3 to 9 months**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|google-small|Safeguard Global", "prompt": "c149-l6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Safeguard Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Common Examples: *ADP Global Payroll, Strada (formerly Alight), Safeguard Global.*"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|meta-small|Papaya Global", "prompt": "c149-l6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Papaya Global - considered the strongest dedicated global payroll platform for teams with entities in 5+ countries."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|meta-small|Deel", "prompt": "c149-l6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deel - considered the best all-in-one stack (payroll + EOR + contractors) for companies with 160+ country coverage."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|meta-small|ADP GlobalView/Celergo", "prompt": "c149-l6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP GlobalView/Celergo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "considered the best enterprise option for large, complex payroll programs"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|meta-small|Remote", "prompt": "c149-l6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Remote - not ideal for organizations requiring guaranteed real-time phone escalation for urgent payroll issues"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|minimax-small|Deel", "prompt": "c149-l6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Major Platforms with Documented Issues ... Deel - Payroll Errors: Multiple reports of incorrect payments, wrong amounts, and missed tax withholdings"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|minimax-small|Papaya Global", "prompt": "c149-l6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Payroll Reliability Issues: Missed statutory payments, misaligned tax cycles during implementation; Scale Challenges: Problems intensify when managing 15+ countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|minimax-small|Rippling", "prompt": "c149-l6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Limited EOR Coverage: Only 80 countries ... Forced Vendor Partnerships: Locked into mandatory banking and insurance partners after signing"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|minimax-small|Worksuite", "prompt": "c149-l6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Worksuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not ideal for enterprises requiring single-point-of-contact accountability"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|minimax-small|Magnit (Enterprise MSP/VMS)", "prompt": "c149-l6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Magnit (Enterprise MSP/VMS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Predominantly negative reviews from suppliers and contractors ... No pricing transparency"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|mistral-small|Multiplier", "prompt": "c149-l6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "making it a risky choice for enterprises prioritizing reliability and scalability"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|mistral-small|Papaya Global", "prompt": "c149-l6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "concerning Trustpilot rating (3.2/5) due to reports of missed payments and hidden fees"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|mistral-small|Oyster HR", "prompt": "c149-l6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not scale well for complex, global operations"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|mistral-small|ADP GlobalView Payroll", "prompt": "c149-l6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP GlobalView Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "criticized for high fees, poor report clarity, slow customer service, and a complex, outdated user interface"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|mistral-small|CloudPay", "prompt": "c149-l6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "CloudPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprises should vet CloudPay carefully for regional coverage, integration capabilities, and customer support responsiveness"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|mistral-small|Remote", "prompt": "c149-l6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Praised for unified EOR, payroll, and HRIS, strong self-service tools, and transparent pricing."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|mistral-small|Deel", "prompt": "c149-l6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "High user satisfaction (4.7/5 on G2), strong contractor management, and broad integration support."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|mistral-small|Rippling", "prompt": "c149-l6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for US-first companies needing HRIS and IT integration alongside global payroll."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|moonshot-small|Papaya Global", "prompt": "c149-l6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The partner-dependent architecture creates compliance risks at scale that many enterprises cannot tolerate."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|moonshot-small|Remote.com", "prompt": "c149-l6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The shift in service quality and billing practices suggest operational growing pains that may not meet enterprise SLA requirements."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|moonshot-small|Oyster HR", "prompt": "c149-l6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "the partner-only model and high price point may not deliver enterprise-grade reliability and auditability"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|moonshot-small|Deel", "prompt": "c149-l6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deel at $599"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|moonshot-small|Multiplier", "prompt": "c149-l6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Multiplier at $400"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|moonshot-small|Remofirst", "prompt": "c149-l6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remofirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Remofirst at $199"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|moonshot-small|Safeguard Global", "prompt": "c149-l6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Safeguard Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Hidden fee structure: Reports of concealed fees in Employer Burden calculations"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|openai-small|G-P", "prompt": "c149-l6", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "G-P", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "G2's 2026 coverage specifically frames providers like **G-P** and **Safeguard Global** as enterprise-oriented, which is a useful signal for where to start"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|openai-small|Safeguard Global", "prompt": "c149-l6", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Safeguard Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "distinguishes enterprise-oriented providers like G-P and Safeguard Global from more general platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|xai-small|Oyster HR", "prompt": "c149-l6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid or Be Cautious About for Large Enterprises ... 1. **Oyster HR** - **Key Issues**: Limited human support"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|xai-small|Gusto (EOR/Global Payroll)", "prompt": "c149-l6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Gusto (EOR/Global Payroll)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Payroll errors ... **When to Avoid**: Complex international payroll or high-stakes compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|xai-small|Native Teams", "prompt": "c149-l6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Native Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Built for SMBs, not enterprises—scalability caps out quickly. Reports of delayed payments, slow support, dashboard bugs"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|xai-small|Safeguard Global", "prompt": "c149-l6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Safeguard Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Safeguard Global has decent ratings (G2 4.3/5, Trustpilot 4.2/5) but thinner enterprise validation and occasional aggregator critiques."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|xai-small|Papaya Global", "prompt": "c149-l6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Papaya Global (Caution for Smaller Large Enterprises)** - **Key Issues**: Platform complexity, high pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|xai-small|Deel", "prompt": "c149-l6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Deel**: Top overall (G2 4.8/5, 12k+ reviews); scalable, transparent, contractor+EOR+payroll."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|xai-small|Remote", "prompt": "c149-l6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Remote**: Pricing clarity, owned entities (G2 4.5/5); great for 70-180+ countries."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|xai-small|ADP GlobalView", "prompt": "c149-l6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP GlobalView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**ADP GlobalView/Celergo**: Payroll powerhouse for 1,000+ employees."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|xai-small|Globalization Partners", "prompt": "c149-l6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Globalization Partners", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Providers with direct entities like Globalization Partners or Atlas."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|xai-small|Atlas", "prompt": "c149-l6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Providers with direct entities like Globalization Partners or Atlas."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|zai-small|Remote", "prompt": "c149-l6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some reports cite slower onboarding compared to newer EORs; custom reporting may be less flexible."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|zai-small|Deel", "prompt": "c149-l6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Complex markets can have uneven performance; gaps in compliance depth in certain jurisdictions; payroll lag in some regions."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|zai-small|G-P (Globalization Partners)", "prompt": "c149-l6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platform usability feels dated compared to newer EORs; onboarding timelines often longer than self-serve alternatives."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|zai-small|Papaya Global", "prompt": "c149-l6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Onboarding slower than Deel or Rippling; high platform complexity; best suited for 50+ employees."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|zai-small|RemoFirst", "prompt": "c149-l6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "RemoFirst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Fewer countries supported compared to some competitors; limited HRIS integrations; onboarding can be slow."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|zai-small|Skuad", "prompt": "c149-l6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Skuad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Fewer countries supported compared to some competitors; limited HRIS integrations; onboarding can be slow."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|zai-small|ADP Global Payroll", "prompt": "c149-l6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP Global Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Integration requirements can be heavy; some users report limited country coverage compared to purpose-built EORs."}, {"id": "mai-20260918-0021-calibration_b-2|c149-l6|zai-small|Rippling", "prompt": "c149-l6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Onboarding slower than Deel or Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|alibaba-small|Oyster", "prompt": "c149-m1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the \"best\" Employer of Record (EOR) is typically considered to be **Oyster**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|alibaba-small|Remote", "prompt": "c149-m1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Remote is the strongest alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|alibaba-small|Deel", "prompt": "c149-m1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deel is often the default choice for fast-moving startups transitioning into the mid-market."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|anthropic-small|Deel", "prompt": "c149-m1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular EOR providers** include companies like Deel, Remote, Rippling, ADP's international solutions, and others"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|anthropic-small|Remote", "prompt": "c149-m1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Popular EOR providers** include companies like Deel, Remote, Rippling, ADP's international solutions, and others"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|anthropic-small|Rippling", "prompt": "c149-m1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Popular EOR providers** include companies like Deel, Remote, Rippling, ADP's international solutions, and others"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|anthropic-small|ADP's international solutions", "prompt": "c149-m1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "ADP's international solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Popular EOR providers** include companies like Deel, Remote, Rippling, ADP's international solutions, and others"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|challenger-small|Teamed", "prompt": "c149-m1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Teamed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Teamed is the clearest match in the results because it is explicitly recommended as \"best for mid-market companies\""}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|challenger-small|Deel", "prompt": "c149-m1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** and **Remote** are the most commonly cited alternatives for mid-size teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|challenger-small|Remote", "prompt": "c149-m1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you prefer a widely used, mainstream EOR:** **Remote**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|challenger-small|Safeguard Global", "prompt": "c149-m1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Safeguard Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best broad coverage/compliance:** **Safeguard Global**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|deepseek-small|Deel", "prompt": "c149-m1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Deel** is the safest, most capable default"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|deepseek-small|Remote", "prompt": "c149-m1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If **IP protection** is critical, choose **Remote**."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|deepseek-small|Papaya Global", "prompt": "c149-m1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "More suited to larger/enterprise needs with its payroll-tech focus"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|deepseek-small|Safeguard Global", "prompt": "c149-m1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Safeguard Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "go with **Teamed** or **Safeguard Global**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|deepseek-small|Teamed", "prompt": "c149-m1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Teamed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "go with **Teamed** or **Safeguard Global**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|deepseek-small|Oyster", "prompt": "c149-m1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Also strong mid-market options"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|deepseek-small|Globalization Partners (Pebl / Velocity Global)", "prompt": "c149-m1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Globalization Partners (Pebl / Velocity Global)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "choose **Teamed, Safeguard, or Globalization Partners** over pure self-serve platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|deepseek-small|Remofirst", "prompt": "c149-m1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remofirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Budget/self-serve: **Remofirst, Skuad, RemotePeople**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|deepseek-small|Skuad", "prompt": "c149-m1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Skuad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Budget/self-serve: **Remofirst, Skuad, RemotePeople**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|deepseek-small|RemotePeople", "prompt": "c149-m1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "RemotePeople", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Budget/self-serve: **Remofirst, Skuad, RemotePeople**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|deepseek-small|Boundless", "prompt": "c149-m1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Boundless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Mid-market/advisory: **Boundless, Teamed, Borderless AI**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|deepseek-small|Borderless AI", "prompt": "c149-m1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Borderless AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Mid-market/advisory: **Boundless, Teamed, Borderless AI**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|google-small|Deel", "prompt": "c149-m1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel: Best Overall for Global Scale & Vendor Consolidation"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|google-small|Rippling", "prompt": "c149-m1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling's direct EOR entity coverage is narrower than Deel’s or Remote’s, relying on partner networks"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|google-small|Remote", "prompt": "c149-m1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Intellectual Property (IP) Protection & Security"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|google-small|G-P (Globalization Partners)", "prompt": "c149-m1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Enterprise-Grade Governance & Managed Support"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|meta-small|Oyster HR", "prompt": "c149-m1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top contenders include Oyster HR, Deel, and Remote, which are known for their platform quality"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|meta-small|Deel", "prompt": "c149-m1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Some of the top contenders include Oyster HR, Deel, and Remote"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|meta-small|Remote", "prompt": "c149-m1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Some of the top contenders include Oyster HR, Deel, and Remote"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|meta-small|Multiplier", "prompt": "c149-m1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multiplier is another option that serves companies from startups to mid-market and enterprise across 150+ countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|minimax-small|Oyster HR", "prompt": "c149-m1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oyster and Deel seem to be the most frequently cited as well-suited for this segment."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|minimax-small|Deel", "prompt": "c149-m1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Oyster and Deel seem to be the most frequently cited as well-suited for this segment."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|minimax-small|Remote", "prompt": "c149-m1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another strong contender for mid-market companies, balancing usability with scalability."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|minimax-small|Multiplier", "prompt": "c149-m1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Noted for competitive pricing and good coverage in Asia-Pacific markets."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|mistral-small|Multiplier", "prompt": "c149-m1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Multiplier and Justworks are frequently cited as top choices due to their balance of cost, coverage, and features tailored to mid-market needs"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|mistral-small|Justworks", "prompt": "c149-m1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Multiplier and Justworks are frequently cited as top choices"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|mistral-small|RemoFirst", "prompt": "c149-m1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company has international hiring needs, RemoFirst is also a strong contender."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|moonshot-small|Oyster HR", "prompt": "c149-m1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **Oyster HR** or **Deel** as the starting point due to their mid-market focus, platform maturity"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|moonshot-small|Deel", "prompt": "c149-m1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **Oyster HR** or **Deel** as the starting point"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|moonshot-small|Remote", "prompt": "c149-m1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Remote** - Best for Platform Reliability"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|moonshot-small|Multiplier", "prompt": "c149-m1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're heavily focused on **APAC expansion**, consider **Multiplier** or **Omni HR**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|moonshot-small|Teamed", "prompt": "c149-m1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Teamed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you prefer more **hands-on advisory support**, **Teamed** is worth evaluating."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|moonshot-small|Omni HR", "prompt": "c149-m1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Omni HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider **Multiplier** or **Omni HR**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|openai-small|Remote", "prompt": "c149-m1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall employer of record is usually **Remote**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|openai-small|Deel", "prompt": "c149-m1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** \\u2014 strongest if you need a broad global workforce platform"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|openai-small|Rippling", "prompt": "c149-m1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you want EOR bundled with a broader HR/IT stack"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|openai-small|Papaya Global", "prompt": "c149-m1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if international payroll and payments are a top priority"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|openai-small|G-P / Safeguard Global", "prompt": "c149-m1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "G-P / Safeguard Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often show up more in enterprise-focused evaluations, but can still fit larger mid-market teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|xai-small|Deel", "prompt": "c149-m1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel and Remote** lead overall for B2B/tech mid-market... Deel edges on breadth/user satisfaction."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|xai-small|Remote", "prompt": "c149-m1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Deel and Remote** lead overall for B2B/tech mid-market due to high ratings, product polish, and G2 Momentum Leader status."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|xai-small|Oyster", "prompt": "c149-m1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Employee experience, mid-market usability (50-500 emp)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|xai-small|Multiplier", "prompt": "c149-m1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For **pricing-sensitive** or **APAC-heavy**: Multiplier or RemoFirst."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|xai-small|RemoFirst/RemotePeople", "prompt": "c149-m1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "RemoFirst/RemotePeople", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For **pricing-sensitive** or **APAC-heavy**: Multiplier or RemoFirst."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|zai-small|Remote", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top picks for mid‑market focus: Multiplier and Remote offer well‑balanced pricing, compliance, and platform features tailored to mid‑size teams."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|zai-small|Deel", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Mid‑market and scaling companies needing rapid global hiring and broad coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|zai-small|Multiplier", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top picks for mid‑market focus: Multiplier and Remote offer well‑balanced pricing, compliance, and platform features tailored to mid‑size teams."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|zai-small|RemotePeople", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "RemotePeople", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top picks for broad coverage + transparency: RemotePeople, Remofirst, and Hire with Columbus"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|zai-small|Remofirst", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remofirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top picks for broad coverage + transparency: RemotePeople, Remofirst, and Hire with Columbus"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|zai-small|OysterHR", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "OysterHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Remote‑first B2B teams looking for a partner‑driven, employee‑centric experience"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|zai-small|Globalization Partners (G‑P)", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Globalization Partners (G‑P)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Top picks for compliance depth: Safeguard Global, WorkMotion, and Globalization Partners"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|zai-small|Papaya Global", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Companies already using or planning to use Papaya for payroll who want integrated EOR"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|zai-small|Safeguard Global", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Safeguard Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Top picks for compliance depth: Safeguard Global, WorkMotion, and Globalization Partners"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|zai-small|Pebl (formerly Velocity Global)", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Pebl (formerly Velocity Global)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Mid‑market companies planning to scale internationally with a partner‑assisted approach"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|zai-small|WorkMotion", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "WorkMotion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Top picks for compliance depth: Safeguard Global, WorkMotion, and Globalization Partners"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m1|zai-small|Hire with Columbus", "prompt": "c149-m1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Hire with Columbus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Top picks for broad coverage + transparency: RemotePeople, Remofirst, and Hire with Columbus"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|alibaba-small|Deel", "prompt": "c149-m2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Sized Scaling: Deel"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|alibaba-small|Papaya Global", "prompt": "c149-m2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Deel** if you value speed and simplicity, or **Papaya Global** if your finance team demands robust consolidation and reporting."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|alibaba-small|Remote", "prompt": "c149-m2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Compliance-First Teams: Remote"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|alibaba-small|Rippling", "prompt": "c149-m2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You're US-Centric & Want All-in-One HCM: Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|alibaba-small|Multiplier", "prompt": "c149-m2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for APAC Focus: Multiplier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|alibaba-small|Oyster", "prompt": "c149-m2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Providers like Deel and Oyster specialize in seamless transitions from EOR to entity-owned payroll."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|anthropic-small|ADP", "prompt": "c149-m2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**ADP** - Comprehensive, strong in North America"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|anthropic-small|Guidepoint/Paychex", "prompt": "c149-m2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Guidepoint/Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Guidepoint/Paychex** - Good mid-market options"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|anthropic-small|Deel", "prompt": "c149-m2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Deel** - Strong for international/distributed teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|anthropic-small|Rippling", "prompt": "c149-m2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rippling** - Modern, integrated HR + payroll platform"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|anthropic-small|BambooHR", "prompt": "c149-m2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**BambooHR** - Good for smaller to mid-sized companies"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|anthropic-small|Workday", "prompt": "c149-m2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-grade (might be overkill for some mid-sized companies)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|anthropic-small|Sage HR", "prompt": "c149-m2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Sage HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Sage HR** - Popular internationally"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|challenger-small|Deel", "prompt": "c149-m2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Deel** as the default choice"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|challenger-small|Remote", "prompt": "c149-m2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote** if you want transparent pricing and a clean, consolidated experience"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|challenger-small|Papaya Global", "prompt": "c149-m2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Papaya Global** if your finance team cares most about reporting depth"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|challenger-small|Rippling", "prompt": "c149-m2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** if your company is US-first and wants payroll tightly integrated with HR and IT"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|deepseek-small|Remote", "prompt": "c149-m2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fastest setup, best overall value for mid-market:** **Remote**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|deepseek-small|Deel", "prompt": "c149-m2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: **Remote** (or **Deel**, depending on your specifics)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|deepseek-small|Papaya Global", "prompt": "c149-m2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compliance-heavy, many countries, needs centralized governance:** **Papaya Global**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|deepseek-small|Rippling", "prompt": "c149-m2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "US-centric B2B with international outposts:** **Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|google-small|Rippling", "prompt": "c149-m2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling — *Best Overall for Tech-Forward B2B Companies (HR + IT + Finance Unification)*"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|google-small|Deel", "prompt": "c149-m2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deel — *Best for Rapid Global Scaling & Contractor-Heavy Teams*"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|google-small|Papaya Global", "prompt": "c149-m2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Papaya Global is a strong choice"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|google-small|BambooHR", "prompt": "c149-m2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "less robust than dedicated platforms like Rippling or BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|meta-small|Papaya Global", "prompt": "c149-m2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Papaya Global is recommended for its deep payroll infrastructure across 160+ countries and purpose-built payments engine."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|meta-small|Oyster", "prompt": "c149-m2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Oyster is a good option for SMBs, with a starting price of $25/employee/month in 26-28 countries and no setup fees."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|meta-small|Rippling", "prompt": "c149-m2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Rippling is a unified HR, IT, and payroll platform that supports payroll in 100+ countries and is suitable for US-first mid-market companies."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|minimax-small|Deel", "prompt": "c149-m2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you prioritize **ease of use** and an all-in-one platform, **Remote** or **Deel** are strong contenders."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|minimax-small|Remote", "prompt": "c149-m2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you prioritize **ease of use** and an all-in-one platform, **Remote** or **Deel** are strong contenders."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|minimax-small|Papaya Global", "prompt": "c149-m2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need **extensive global coverage** (160+ countries) and robust financial reporting, **Papaya Global** is an excellent choice."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|minimax-small|Rippling", "prompt": "c149-m2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are already using a domestic payroll provider like **Rippling** and want to expand globally, their integrated solution could be seamless."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|minimax-small|Oyster", "prompt": "c149-m2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Oyster is a global employment platform that offers EOR services and payroll."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|mistral-small|Papaya Global", "prompt": "c149-m2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Papaya Global** is the top recommendation for comprehensive global coverage and compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|mistral-small|Remote", "prompt": "c149-m2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote** and **Deel** are excellent for modular, scalable solutions"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|mistral-small|Deel", "prompt": "c149-m2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another strong option for mid-market companies"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|mistral-small|Rippling", "prompt": "c149-m2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company is US-centric and wants an all-in-one HR/payroll/IT platform, **Rippling** is a strong choice."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|mistral-small|Oyster", "prompt": "c149-m2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For smaller budgets or fewer countries, **Oyster** is worth considering."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|moonshot-small|Deel", "prompt": "c149-m2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Deel** if you value speed and simplicity, or **Papaya Global** if you have a finance-heavy operation"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|moonshot-small|Papaya Global", "prompt": "c149-m2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Papaya Global** if you have a finance-heavy operation that needs deep reporting"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|moonshot-small|Remote", "prompt": "c149-m2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Remote** — *Best for Compliance-First Approach*"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|moonshot-small|Paylocity Global Payroll", "prompt": "c149-m2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Paylocity Global Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if Already Using Paylocity"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|moonshot-small|Rippling", "prompt": "c149-m2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Unified HR + IT + Payroll | **Rippling** (~$200/employee/month)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|openai-small|Deel Global Payroll", "prompt": "c149-m2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel Global Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Deel Global Payroll** as the first option to evaluate."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|openai-small|ADP Global Payroll", "prompt": "c149-m2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP Global Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ADP Global Payroll** is worth a look"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|openai-small|Papaya Global", "prompt": "c149-m2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Papaya Global** is also strong"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|xai-small|Rippling", "prompt": "c149-m2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Rippling as a strong starting point for global payroll."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|xai-small|Blue Marble", "prompt": "c149-m2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Blue Marble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Supports payroll in 100+ countries via partnerships (e.g., Blue Marble)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|xai-small|Deel", "prompt": "c149-m2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deel** | Contractor-heavy teams, fast payments"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|xai-small|Papaya Global", "prompt": "c149-m2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Papaya Global** | Deep analytics, multi-country payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|xai-small|Remote", "prompt": "c149-m2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Remote** | Transparent EOR + payroll, simplicity"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|zai-small|Rippling", "prompt": "c149-m2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for most mid‑sized B2B companies:** **Rippling** — lowest price, strong integration, and 185+ countries."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|zai-small|Papaya Global", "prompt": "c149-m2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for finance‑driven compliance and reporting:** **Papaya Global**."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|zai-small|Deel", "prompt": "c149-m2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for fast rollout and EOR‑heavy hiring:** **Deel**."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|zai-small|Remote", "prompt": "c149-m2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Compliance‑critical, need responsive support for new international hires | Remote"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|zai-small|Oyster HR", "prompt": "c149-m2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Heavy on contractors, want simple, clean UX | Oyster HR"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m2|zai-small|Multiplier", "prompt": "c149-m2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "APAC‑heavy workforce | Multiplier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|alibaba-small|Deel", "prompt": "c149-m3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel is a market leader known for its speed. It supports over 150+ countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|alibaba-small|Remote (Remote Inc.)", "prompt": "c149-m3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote (Remote Inc.)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Companies prioritizing legal compliance and employee experience."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|alibaba-small|Oyster HR", "prompt": "c149-m3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Mid-market companies looking for flexibility and transparency."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|alibaba-small|Papaya Global", "prompt": "c149-m3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Large enterprises needing multi-currency payroll aggregation."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|alibaba-small|G-P (Globalization Partners)", "prompt": "c149-m3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "One of the oldest and largest players with coverage in nearly every country."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|alibaba-small|Rippling", "prompt": "c149-m3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: US-centric companies expanding slightly abroad."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|alibaba-small|Velocity Global", "prompt": "c149-m3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Velocity Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Partner Network (e.g., G-P, formerly Velocity Global)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|alibaba-small|TopSource", "prompt": "c149-m3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "TopSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Service-First (e.g., G-P, TopSource)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|anthropic-small|Deel", "prompt": "c149-m3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel is considered the best EOR service in 2026, combining wholly owned legal entities in 130+ countries on a single platform"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|anthropic-small|Papaya Global", "prompt": "c149-m3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "geared towards large organizations with tiered pricing offering steep discounts for companies with over 1,000 employees, serving 160+ countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|anthropic-small|Oyster", "prompt": "c149-m3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "positioned as a user-friendly EOR platform focusing on the mid-market with companies of 50-500 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|anthropic-small|Multiplier", "prompt": "c149-m3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "serving companies from startups to mid-market and enterprise across 150+ countries with flat-rate pricing below most competitors"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|anthropic-small|Velocity Global", "prompt": "c149-m3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Velocity Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a US-based provider with strong reputation for compliance and high-touch customer service, operating in more than 185 countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|anthropic-small|Gusto", "prompt": "c149-m3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For small businesses prioritizing ease of use and affordability, Gusto offers the fastest setup"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|anthropic-small|ADP Global Payroll", "prompt": "c149-m3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP Global Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For enterprise organizations with complex multi-country needs, ADP Global Payroll provides the most robust compliance infrastructure"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|challenger-small|Deel", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most consistently repeated leaders are **Deel**, **Remote**, and **Papaya Global**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|challenger-small|Remote", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the most consistently repeated leaders are **Deel**, **Remote**, and **Papaya Global**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|challenger-small|Papaya Global", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the most consistently repeated leaders are **Deel**, **Remote**, and **Papaya Global**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|challenger-small|Oyster", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Oyster** | Remote-first EOR | Hiring distributed teams with broad coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|challenger-small|Rippling", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Companies that want HR, device management, and global payroll/EOR in one stack"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|challenger-small|Multiplier", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "| **Multiplier** | Cost-conscious EOR | Fast onboarding and localized payroll/compliance at lower price points"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|challenger-small|RemoFirst", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "| **RemoFirst / RemotePeople** | Budget EOR options | Lower-cost international hiring"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|challenger-small|Velocity Global/Pebl", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Velocity Global/Pebl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "| **Pebl / Velocity Global** | Enterprise/compliance-heavy EOR | Broader geographic reach and deeper compliance support"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|challenger-small|RemotePeople", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemotePeople", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "| **RemoFirst / RemotePeople** | Budget EOR options | Lower-cost international hiring and simple administration"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|challenger-small|Playroll", "prompt": "c149-m3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Playroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "| **Playroll** | EOR + payroll platform | Global hiring with payroll and contractor management"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|deepseek-small|Deel", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** — The market-share leader (150+ countries). Best for broader country coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|deepseek-small|Remote", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote** — Pricing-transparency challenger (80–150+ countries). Unified EOR + payroll + contractor platform"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|deepseek-small|Papaya Global", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Frequently ranked #1 for global payroll & payments centralization"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|deepseek-small|Rippling", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best all-in-one if you want HR + IT + payroll + EOR unified"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|deepseek-small|Oyster HR", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong mid-market option with competitive pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|deepseek-small|Globalization Partners (G-P)", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable names: Globalization Partners (G-P)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|deepseek-small|Multiplier", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Similar all-in-one (~$30/ee/month), APAC-focused."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|deepseek-small|Borderless AI", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Borderless AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notable names: ... Borderless AI"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|deepseek-small|Skuad", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Skuad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other notable names: ... Skuad"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|deepseek-small|Remofirst", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remofirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "budget providers like Remofirst/RemotePeople"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|deepseek-small|RemotePeople", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemotePeople", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "budget providers like Remofirst/RemotePeople"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|deepseek-small|Lano", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Lano", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Other notable names: ... Lano"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|deepseek-small|TopSource Worldwide", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "TopSource Worldwide", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Other notable names: ... TopSource Worldwide"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|deepseek-small|ADP GlobalView", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP GlobalView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "The enterprise incumbent (140+ countries, custom pricing), best if you're already on ADP."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|deepseek-small|TMF Group", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "TMF Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Enterprise/embedded global payroll services."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|deepseek-small|dLocal", "prompt": "c149-m3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "dLocal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Strong for payments in emerging markets (LatAm, Africa, Asia)."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|google-small|Deel", "prompt": "c149-m3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel: Best All-Rounder & Global Expansion at Scale"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|google-small|Remote", "prompt": "c149-m3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Remote if you are hiring top-tier software engineers or creatives where IP protection is paramount"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|google-small|Rippling", "prompt": "c149-m3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for IT, HR, & Finance Consolidation"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|google-small|Papaya Global", "prompt": "c149-m3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Multi-Country Payroll Consolidation"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|google-small|Oyster", "prompt": "c149-m3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Remote-First SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|google-small|G-P (Globalization Partners)", "prompt": "c149-m3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Traditional Enterprise Global Mobility"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|meta-small|Deel", "prompt": "c149-m3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel is the best all-in-one stack for payroll, EOR, and contractors"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|meta-small|Papaya Global", "prompt": "c149-m3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Papaya Global is the strongest dedicated global payroll platform"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|meta-small|Remote", "prompt": "c149-m3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Remote is suitable for EOR-first companies adding payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|meta-small|ADP GlobalView", "prompt": "c149-m3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP GlobalView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ADP is the best enterprise option for large, complex payroll programs"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|minimax-small|Remote", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Remote** – Top overall pick with coverage in 150+ countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|minimax-small|RemoFirst", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**RemoFirst** – Best value (from $199/employee/month), 185+ countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|minimax-small|Papaya Global", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Papaya Global** – Strong compliance focus, 140+ countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|minimax-small|Deel", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deel** – Excellent for scalability, 150+ countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|minimax-small|Oyster HR", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Oyster HR** – Good global coverage, ~180 countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|minimax-small|Multiplier", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Multiplier** – Best for APAC expansion"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|minimax-small|Atlas", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Atlas** – Technology-focused Direct EOR"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|minimax-small|G-P", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**G-P** – Strong global payroll + EOR capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|minimax-small|Rippling", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Rippling** – Best overall, 185 countries, starting at $8/employee"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|minimax-small|UKG", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**UKG** – Real-time payroll analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|minimax-small|Payslip", "prompt": "c149-m3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Payslip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Payslip** – Global payroll control platform"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|mistral-small|Deel", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** – Best overall, highly rated for flexible global hiring and compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|mistral-small|Oyster HR", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oyster HR** – Best for hiring visibility and cost transparency."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|mistral-small|RemotePeople", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemotePeople", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**RemotePeople** – Best all-round EOR, combining recruitment, employment, and expansion support."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|mistral-small|Remote", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Remote** – Best for building and managing agile international teams."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|mistral-small|Papaya Global", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Papaya Global** – Best for global workforce payments and compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|mistral-small|Multiplier", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Multiplier** – Best for global onboarding and compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|mistral-small|G-P", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**G-P** – Best for flexible global payment options."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|mistral-small|RemoFirst", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**RemoFirst** – Best for budget-conscious remote team expansion."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|mistral-small|Native Teams", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Native Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Native Teams** – Best for compliant hiring in complex markets."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|mistral-small|WorkMotion", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "WorkMotion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**WorkMotion** – Best for compliance with European labor laws."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|mistral-small|Rippling", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "**Rippling** – Best overall global payroll software."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|mistral-small|TopSource", "prompt": "c149-m3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "TopSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**TopSource** – Best for supporting business expansion."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|moonshot-small|Deel", "prompt": "c149-m3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "First hire in a new country | **EOR** (Deel, Remote, RemoFirst)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|moonshot-small|Remote", "prompt": "c149-m3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Need maximum compliance certainty | **Remote** (owned entities)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|moonshot-small|RemoFirst", "prompt": "c149-m3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-conscious startup | **RemoFirst** or **Oyster**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|moonshot-small|Pebl", "prompt": "c149-m3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Pebl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pebl** | $399/employee | 185+ | Compliance-first approach"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|moonshot-small|Multiplier", "prompt": "c149-m3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Flat-rate pricing, APAC-focused"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|moonshot-small|Oyster", "prompt": "c149-m3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mix of contractors and employees | **Deel** or **Oyster**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|moonshot-small|Atlas HXM", "prompt": "c149-m3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Atlas HXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Need maximum compliance certainty | **Remote** (owned entities) or **Atlas HXM**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|moonshot-small|Papaya Global", "prompt": "c149-m3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise payroll + payments, analytics, risk management"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|moonshot-small|Rippling", "prompt": "c149-m3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "US-first company going global | **Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|moonshot-small|ADP GlobalView", "prompt": "c149-m3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP GlobalView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Enterprise with existing ADP | **ADP GlobalView**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|openai-small|Remote", "prompt": "c149-m3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Remote** — strong for companies wanting a unified platform across EOR, global payroll, and contractor management"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|openai-small|Deel", "prompt": "c149-m3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Deel** — strong for cross-border hiring and contractor-heavy teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|openai-small|Oyster", "prompt": "c149-m3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Oyster** — often positioned as EOR-first, especially for startups and mid-market companies"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|openai-small|Papaya Global", "prompt": "c149-m3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Papaya Global** — often strongest for finance-led teams that care about payroll and payment centralization"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|openai-small|Rippling", "prompt": "c149-m3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Rippling** — attractive if you want HR/IT/payroll together, especially for US-first organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|openai-small|Velocity Global", "prompt": "c149-m3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Velocity Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Velocity Global** and **ADP** are also frequently evaluated in enterprise/global employment comparisons"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|openai-small|ADP", "prompt": "c149-m3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**ADP** — long-established enterprise payroll provider with broad global coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|openai-small|Workday", "prompt": "c149-m3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Workday** — more common in larger enterprises already using Workday HR"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|xai-small|Deel", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel**: Often ranked #1 overall. Covers 150-160+ countries."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|xai-small|Remote", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote**: Top for transparency and owned entities."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|xai-small|Oyster HR", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oyster HR**: Strong for visibility/cost transparency. 180+ countries."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|xai-small|RemoFirst", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**RemoFirst**: Best budget option."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|xai-small|Multiplier", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Multiplier**: Fast onboarding, 150+ countries."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|xai-small|Papaya Global", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Papaya Global**: Often #1 for compliance/enterprise. 160+ countries."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|xai-small|G-P (Globalization Partners)", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others: G-P (Globalization Partners), Rippling (HR-integrated), Pebl, WorkMotion, Native Teams."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|xai-small|Rippling", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Rippling**: Overall best for integrated HR/IT/payroll. 185+ countries (via partners)."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|xai-small|Pebl", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Pebl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others: G-P (Globalization Partners), Rippling (HR-integrated), Pebl, WorkMotion, Native Teams."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|xai-small|WorkMotion", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "WorkMotion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others: ... Pebl, WorkMotion, Native Teams."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|xai-small|Native Teams", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Native Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Others: ... Pebl, WorkMotion, Native Teams."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|xai-small|UKG", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Others: UKG (analytics), Multiplier, Gusto (US+global), ADP (enterprise scale)."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|xai-small|Gusto", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Gusto (US+global)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|xai-small|ADP", "prompt": "c149-m3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "ADP (enterprise scale)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|zai-small|Deel", "prompt": "c149-m3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel is widely considered the market leader due to its massive coverage and comprehensive feature set."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|zai-small|Remote", "prompt": "c149-m3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Remote is known for strict compliance and intellectual property (IP) protection."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|zai-small|Oyster HR", "prompt": "c149-m3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oyster focuses on a more streamlined, budget-friendly experience."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|zai-small|WorkMotion", "prompt": "c149-m3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "WorkMotion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "WorkMotion is a compliance-first platform, particularly strong in Europe."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|zai-small|Rippling", "prompt": "c149-m3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Rippling is often ranked as the \"Best Overall\" for its integration of HR, IT, and Payroll."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m3|zai-small|Papaya Global", "prompt": "c149-m3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Papaya is the \"Best for International Compliance.\""}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|alibaba-small|RemotePeople", "prompt": "c149-m4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemotePeople", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the absolute lowest baseline cost and maximum flexibility (no long-term contracts), **RemotePeople** is currently the leading recommendation."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|alibaba-small|Multiplier", "prompt": "c149-m4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "request a formal quote from both **RemotePeople** and **Multiplier** for your specific target countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|alibaba-small|Teamed", "prompt": "c149-m4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Teamed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teamed offers a unique flat-fee structure for certain markets"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|alibaba-small|Remofirst", "prompt": "c149-m4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often grouped with RemotePeople as a strong European contender for cost-effective hiring."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|anthropic-small|RemotePeople", "prompt": "c149-m4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemotePeople", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The cheapest EOR services in 2026 are RemotePeople, Remofirst, and Rivermate, each starting at $199 to $249 per employee per month"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|anthropic-small|Remofirst", "prompt": "c149-m4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**RemoFirst** - EOR services start at $199/month per employee — significantly below most competitors."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|anthropic-small|Rivermate", "prompt": "c149-m4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Rivermate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The cheapest EOR services in 2026 are RemotePeople, Remofirst, and Rivermate"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|anthropic-small|Skuad", "prompt": "c149-m4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Skuad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flat-rate pricing starting at $199 per employee per month, making it one of the most budget-friendly options"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|anthropic-small|Multiplier", "prompt": "c149-m4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you care about cost and still need predictable execution, start with Multiplier."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|challenger-small|Hire with Columbus", "prompt": "c149-m4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Absolute lowest cost:** **Hire with Columbus**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|challenger-small|RemoFirst", "prompt": "c149-m4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a more established budget pick that several sources call the best low-budget option, **RemoFirst** is the safer recommendation"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|challenger-small|Multiplier", "prompt": "c149-m4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "but can spend more:** **Multiplier** or **Native Teams** are mentioned as budget-conscious options, though their starting prices are higher"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|challenger-small|Native Teams", "prompt": "c149-m4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Native Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Multiplier** or **Native Teams** are mentioned as budget-conscious options, though their starting prices are higher"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|deepseek-small|Hire with Columbus", "prompt": "c149-m4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hire with Columbus** ($179/mo) or **RemoFirst** ($199/mo) are your best starting points."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|deepseek-small|RemoFirst", "prompt": "c149-m4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Hire with Columbus** ($179/mo) or **RemoFirst** ($199/mo) are your best starting points."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|deepseek-small|RemotePeople", "prompt": "c149-m4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemotePeople", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. RemotePeople / Rivermate / Tarmack \\u2014 from ~$199/mo**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|deepseek-small|Rivermate", "prompt": "c149-m4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Rivermate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "RemotePeople / Rivermate / Tarmack \\u2014 from ~$199/mo"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|deepseek-small|Tarmack", "prompt": "c149-m4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Tarmack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tarmack has no minimum commitment and fast onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|deepseek-small|Multiplier", "prompt": "c149-m4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Lean/value** | $199\\u2013$349 | RemoFirst, Hire with Columbus, Multiplier, Oyster |"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|deepseek-small|Oyster", "prompt": "c149-m4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Mid-market** | $400\\u2013$700 | Multiplier, Oyster |"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|deepseek-small|Deel", "prompt": "c149-m4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "| **Premium** | $599\\u2013$749+ | Deel, Remote.com, Rippling, Papaya Global |"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|deepseek-small|Remote.com", "prompt": "c149-m4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "like Remote at $699/mo) cost more but can be worth it if you need full IP ownership"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|deepseek-small|Rippling", "prompt": "c149-m4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "| **Premium** | $599\\u2013$749+ | Deel, Remote.com, Rippling, Papaya Global |"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|deepseek-small|Papaya Global", "prompt": "c149-m4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "| **Premium** | $599\\u2013$749+ | Deel, Remote.com, Rippling, Papaya Global |"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|google-small|Deel", "prompt": "c149-m4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "premium providers like Deel and Remote offer incredibly robust platforms, their baseline costs usually sit around $599 per employee per month—which can quickly eat into a startup’s ... runway"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|google-small|Remote", "prompt": "c149-m4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "premium providers like Deel and Remote ... baseline costs usually sit around $599 per employee per month"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|google-small|Remofirst", "prompt": "c149-m4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Remofirst** (Best Overall Budget Pick)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|google-small|Native Teams", "prompt": "c149-m4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Native Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native Teams is the cheapest published entry point in the EOR space"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|google-small|Hire with Columbus", "prompt": "c149-m4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Mid-Tier Budget Value"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|google-small|Playroll", "prompt": "c149-m4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Playroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Playroll is a great middle-ground"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|meta-small|Hire with Columbus", "prompt": "c149-m4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Hire with Columbus - EOR services in 193 countries from $179/month"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|meta-small|Pin", "prompt": "c149-m4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pin - Offers the widest coverage at the lowest cost for budget-conscious teams making their first international hires"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|minimax-small|RemoFirst", "prompt": "c149-m4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**RemoFirst** appears to be the best employer of record for a company with a limited budget"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|minimax-small|Deel", "prompt": "c149-m4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Deel** | $599/employee/month | Smaller businesses needing fast payments"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|mistral-small|RemoFirst", "prompt": "c149-m4", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**RemoFirst** and **Remote People** are often recommended as the best employer of record (EOR) options due to their affordability"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|mistral-small|Remote People", "prompt": "c149-m4", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**RemoFirst** and **Remote People** are often recommended as the best employer of record (EOR) options due to their affordability"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|moonshot-small|RemoFirst", "prompt": "c149-m4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**RemoFirst** is widely regarded as the best employer of record (EOR) option."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|moonshot-small|Shor", "prompt": "c149-m4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Shor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shor** ($299–$449/month): A middle-ground option"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|moonshot-small|Multiplier", "prompt": "c149-m4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Multiplier** (from $400/month): Good for companies that want a stronger platform experience"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|moonshot-small|Deel", "prompt": "c149-m4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "still want to stay well under Deel/Remote pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|moonshot-small|Remote", "prompt": "c149-m4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "significant savings (often $4,000–$6,000+ per employee annually compared to Deel or Remote)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|moonshot-small|Oyster", "prompt": "c149-m4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Oyster** | $699 | $29 | Premium compliance |"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|moonshot-small|Tarmack", "prompt": "c149-m4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Tarmack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "One provider, **Tarmack**, advertises starting at **$39 per employee/month**, which is drastically lower than the market."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|openai-small|RemoFirst", "prompt": "c149-m4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Absolute lowest budget:** **RemoFirst**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|openai-small|Multiplier", "prompt": "c149-m4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best balance of affordability + established EOR coverage:** **Multiplier**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|openai-small|Deel", "prompt": "c149-m4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need a larger platform and can spend more:** **Deel**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|openai-small|Remote", "prompt": "c149-m4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Remote / Oyster**: both are shown at **from $699/employee/month**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|openai-small|Oyster", "prompt": "c149-m4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Remote / Oyster**: both are shown at **from $699/employee/month**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|xai-small|Hire with Columbus", "prompt": "c149-m4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hire with Columbus** (Often #1 for value)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|xai-small|RemoFirst", "prompt": "c149-m4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**RemoFirst** (Close #2, most cited as \"cheapest globally\")"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|xai-small|Native Teams", "prompt": "c149-m4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Native Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "From $99/employee/month, 95+ countries, 4.3/5 (651 reviews)—great for cost-focused startups"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|xai-small|RecruitGo", "prompt": "c149-m4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RecruitGo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Ultra-low $49.99/month but only 5 countries (4.9/5 reviews)—niche if coverage fits"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|xai-small|Remunance", "prompt": "c149-m4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remunance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Regional picks like Remunance ($99–$249 for India)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|xai-small|Remote", "prompt": "c149-m4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "pricier ones like Remote ($699) offer more IP protection"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|zai-small|Remunance", "prompt": "c149-m4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remunance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Remunance (India specialist) | $99–$249 | Hiring in India with the lowest possible fee and deep local expertise"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|zai-small|Hire with Columbus", "prompt": "c149-m4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall budget EOR for global hiring ... Hire with Columbus at $179/month is an excellent choice."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|zai-small|RemoFirst", "prompt": "c149-m4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "RemoFirst – Best all‑around value for startups ... at $199/month is a strong, well‑rounded option."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|zai-small|RemotePeople / Rivermate", "prompt": "c149-m4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemotePeople / Rivermate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "They’re a solid alternative if you want a slightly different experience or support model."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|zai-small|Deel", "prompt": "c149-m4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Global EORs like Deel and Remote typically charge $500–$599 per employee/month for India."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|zai-small|Remote", "prompt": "c149-m4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it’s $520 cheaper per hire than many competitors (e.g., Remote at $699)."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m4|zai-small|Rippling", "prompt": "c149-m4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "less feature‑rich than premium platforms (Deel, Rippling, Remote)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|google-small|Remote", "prompt": "c149-m5", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The EOR provider owns the legal entities in the destination countries (e.g., Remote, Atlas, and parts of Deel)."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|google-small|Atlas", "prompt": "c149-m5", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Remote, Atlas, and parts of Deel"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|google-small|Deel", "prompt": "c149-m5", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Remote, Atlas, and parts of Deel"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|google-small|Papaya Global", "prompt": "c149-m5", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "software layer on top of local, third-party HR firms (e.g., Papaya Global, or legacy players). *The risk:* At 500 employees, aggregators introduce \"hop-by-hop\" customer support delay"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|minimax-small|Remote", "prompt": "c149-m5", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Remote** – Strong platform, owned entities"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|minimax-small|Deel", "prompt": "c149-m5", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Deel** – Fast scaling, good for high-volume hiring"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|minimax-small|Safeguard Global", "prompt": "c149-m5", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Safeguard Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Safeguard Global** – Deep compliance, wide coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|minimax-small|Oyster", "prompt": "c149-m5", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Oyster** – Good balance of platform and service"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|minimax-small|G-P (Globalization Partners)", "prompt": "c149-m5", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**G-P (Globalization Partners)** – Enterprise-grade, broad coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|moonshot-small|Deel", "prompt": "c149-m5", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Deel**: Strong compliance, 150+ countries, $599/employee/month"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|moonshot-small|Remote", "prompt": "c149-m5", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote**: High transparency, no setup fees, $599/employee/month"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|moonshot-small|Papaya", "prompt": "c149-m5", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Papaya", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Papaya Global**: Enterprise-focused, AI-powered payroll, $499/employee/month"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|moonshot-small|Oyster", "prompt": "c149-m5", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular providers: Deel ($599), Remote ($599), Papaya ($499), Oyster ($699)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|moonshot-small|Rippling", "prompt": "c149-m5", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rippling**: All-in-one HR/EOR platform (custom pricing)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|xai-small|Oyster", "prompt": "c149-m5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist: Top EORs like Deel, Remote, Papaya Global, Oyster, or Multiplier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|xai-small|Deel", "prompt": "c149-m5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist: Top EORs like Deel, Remote, Papaya Global, Oyster, or Multiplier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|xai-small|Remote", "prompt": "c149-m5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist: Top EORs like Deel, Remote, Papaya Global, Oyster, or Multiplier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|xai-small|Papaya Global", "prompt": "c149-m5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist: Top EORs like Deel, Remote, Papaya Global, Oyster, or Multiplier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|xai-small|Multiplier", "prompt": "c149-m5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist: Top EORs like Deel, Remote, Papaya Global, Oyster, or Multiplier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|zai-small|Deel", "prompt": "c149-m5", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deel — Global employee benefits, immigration support, advanced automation, strong HRIS integrations."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|zai-small|Papaya Global", "prompt": "c149-m5", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Papaya Global — Advanced features for larger businesses, Payroll OS, integration with J.P. Morgan"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|zai-small|Rippling", "prompt": "c149-m5", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Rippling — Best for scalability; integrates EOR with broader HR and IT workflows."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|zai-small|OysterHR", "prompt": "c149-m5", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "OysterHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "OysterHR — Strong contractor management alongside EOR capabilities."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|zai-small|Remote", "prompt": "c149-m5", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Remote — Broad country coverage, platform integrations, benefits and immigration services."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|zai-small|Safeguard Global", "prompt": "c149-m5", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Safeguard Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable providers: Safeguard Global, Multiplier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|zai-small|Multiplier", "prompt": "c149-m5", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notable providers: Safeguard Global, Multiplier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m5|zai-small|Teamed Global", "prompt": "c149-m5", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Teamed Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Teamed Global, etc. (see industry comparison lists for detailed feature breakdowns)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|alibaba-small|Gusto", "prompt": "c149-m6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Limited global coverage (~11 countries for EOR); not designed for serious international hiring."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|alibaba-small|Deel", "prompt": "c149-m6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Deel's UX inconsistencies after acquiring Safeguard Global and Capbase; support quality varies by tier."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|anthropic-small|Deel", "prompt": "c149-m6", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "this ongoing litigation and DOJ investigation create operational uncertainty worth considering before committing to either platform"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|anthropic-small|Rippling", "prompt": "c149-m6", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The lack of transparency in Rippling's pricing and reliance on bundling and add-ons increase total spending and make budgeting more complex"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|challenger-small|Globalization Partners", "prompt": "c149-m6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Globalization Partners", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "explicitly flagged by one comparison site as \"do not buy at this stage\""}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|challenger-small|Velocity Global / Pebl", "prompt": "c149-m6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Velocity Global / Pebl", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "explicitly flagged by one comparison site as \"do not buy at this stage\""}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|challenger-small|Atlas", "prompt": "c149-m6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Atlas", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "explicitly flagged by one comparison site as \"do not buy at this stage\""}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|challenger-small|Papaya Global Enterprise", "prompt": "c149-m6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "explicitly flagged by one comparison site as \"do not buy at this stage\""}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|deepseek-small|Remote.com", "prompt": "c149-m6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Declining service quality — a widely-discussed Hacker News thread describes service degradation over time"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|deepseek-small|Deel", "prompt": "c149-m6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The same Reddit warning advises against Deel in high-compliance regions like Germany"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|deepseek-small|Papaya Global", "prompt": "c149-m6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Common **payment delays** to employee bank accounts."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|deepseek-small|Multiplier", "prompt": "c149-m6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Payment delays**. **Limited self-service guidance/FAQ** for admins."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|google-small|Deel", "prompt": "c149-m6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "users frequently note **support friction at scale**... strict, automated compliance freezes (KYC), occasionally blocking contractor payments without warning"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|google-small|Rippling", "prompt": "c149-m6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can easily balloon into hundreds of dollars per user... some users report a steep learning curve and failed, complex implementations"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|google-small|Oyster", "prompt": "c149-m6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "operates on a **hybrid/aggregator model** in many of its \"long tail\" (niche) countries... they are also on the more expensive end"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|mistral-small|Remote", "prompt": "c149-m6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Platforms like Remote and Deel are often recommended because they own their infrastructure and have more control over compliance and service quality."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|mistral-small|Deel", "prompt": "c149-m6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Platforms like Remote and Deel are often recommended because they own their infrastructure"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|mistral-small|Papaya Global", "prompt": "c149-m6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stick with well-established, transparent platforms like Remote, Deel, Papaya Global, or ADP for larger enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|mistral-small|ADP", "prompt": "c149-m6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stick with well-established, transparent platforms like Remote, Deel, Papaya Global, or ADP for larger enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|moonshot-small|Papaya Global", "prompt": "c149-m6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Support delays**: Users report slow customer support responses... Higher pricing**: More expensive than roughly two-thirds of providers"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|moonshot-small|Velocity Global (now Pebl)", "prompt": "c149-m6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Velocity Global (now Pebl)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Declining support quality... High fees... Contract concerns**: Reports of contracts placing risk on employees"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|moonshot-small|Remote.com", "prompt": "c149-m6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Billing irregularities**: Reports of irregular billing practices"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|moonshot-small|G-P (Globalization Partners)", "prompt": "c149-m6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some employees report it as \"by far the worst\" EOR they've dealt with"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|moonshot-small|Acvian", "prompt": "c149-m6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Acvian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Described as \"incredibly low-tech\" with manual email-based processes... Considered overpriced"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|openai-small|Deel", "prompt": "c149-m6", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "I'd be extra cautious with providers that get repeated feedback around hidden fees, delayed payroll, and billing confusion. That includes **Deel**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|openai-small|RemotePeople", "prompt": "c149-m6", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "RemotePeople", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "extra cautious with providers that get repeated feedback around hidden fees... **RemotePeople**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|openai-small|Native Teams", "prompt": "c149-m6", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Native Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "recent reviews show recurring issues you'd want to vet hard before signing"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|openai-small|Safeguard Global", "prompt": "c149-m6", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Safeguard Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "recent reviews show recurring issues you'd want to vet hard before signing"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|openai-small|Remofirst", "prompt": "c149-m6", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remofirst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "recent reviews show recurring issues you'd want to vet hard before signing"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|openai-small|Borderless", "prompt": "c149-m6", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Borderless", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "not because they're automatically bad everywhere, but because recent reviews show recurring issues"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|xai-small|Remote.com", "prompt": "c149-m6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Advice: Avoid if terminations or complex local compliance (e.g., EU countries) are likely."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|xai-small|Oyster HR", "prompt": "c149-m6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Steer clear for urgent or high-volume needs"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|xai-small|Deel", "prompt": "c149-m6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unexpected fees (e.g., onboarding, FX markups); chaotic onboarding in certain countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|xai-small|Gusto (EOR features)", "prompt": "c149-m6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Gusto (EOR features)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Best for US-heavy teams; avoid for international scale."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|xai-small|Multiplier", "prompt": "c149-m6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Trustpilot flags (rating withheld due to guideline breaches, implying severe complaints)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|xai-small|Rippling (Global Payroll/EOR)", "prompt": "c149-m6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling (Global Payroll/EOR)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "caution for heavy international reliance"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|xai-small|RemotePeople", "prompt": "c149-m6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "RemotePeople", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Safer Bets (Per Reviews): RemotePeople (transparent flat pricing, no hidden fees)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|xai-small|Papaya Global", "prompt": "c149-m6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Papaya Global (strong compliance focus, fewer complaints)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|xai-small|Rivermate", "prompt": "c149-m6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rivermate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Rivermate (smooth onboarding in tricky markets like Poland/India)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|zai-small|Playroll", "prompt": "c149-m6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Playroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequently cited for strong overall ratings, but several reviews flag operational inconsistencies"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|zai-small|Globalization Partners (G-P)", "prompt": "c149-m6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Strong compliance reputation and owned-entity model, but pricing and support structure are not ideal for everyone."}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|zai-small|Remote.com", "prompt": "c149-m6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "recent feedback indicates a shift in service quality and policy changes"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|zai-small|Paycor", "prompt": "c149-m6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "appear in search results with onboarding or support complaints, but they are primarily domestic payroll/HCM solutions—not global EOR platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|zai-small|Paychex", "prompt": "c149-m6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "primarily domestic payroll/HCM solutions—not global EOR platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|zai-small|Paylocity", "prompt": "c149-m6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "primarily domestic payroll/HCM solutions—not global EOR platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c149-m6|zai-small|TriNet", "prompt": "c149-m6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "primarily domestic payroll/HCM solutions—not global EOR platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|alibaba-small|Deel", "prompt": "c149-s1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best Overall: **Deel**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|alibaba-small|Remote", "prompt": "c149-s1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Best for Transparency & Compliance: **Remote**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|alibaba-small|Multiplier", "prompt": "c149-s1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Best for Budget-Friendly Hiring: **Multiplier**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|alibaba-small|Rippling", "prompt": "c149-s1", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. The Best for HR/IT Consolidation: **Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|anthropic-small|Multiplier", "prompt": "c149-s1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Multiplier, Remote, and Remofirst are the most commonly recommended options for small businesses and startups."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|anthropic-small|Remote", "prompt": "c149-s1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deel and Remote offer broader coverage with strong platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|anthropic-small|Remofirst", "prompt": "c149-s1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remofirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Remofirst** stands out for budget-conscious companies... a great Employer of Record for smaller companies"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|anthropic-small|Deel", "prompt": "c149-s1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Oyster HR, Deel, and Remote balance usability with scale."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|anthropic-small|Oyster HR", "prompt": "c149-s1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Oyster HR, Deel, and Remote balance usability with scale."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|anthropic-small|Playroll", "prompt": "c149-s1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Playroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Playroll is best for flat-rate pricing across countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|anthropic-small|Ontop", "prompt": "c149-s1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Ontop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ontop for hiring and paying global alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|anthropic-small|Skuad", "prompt": "c149-s1", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Skuad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Skuad for automating multi-country payroll and tax calculations"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|challenger-small|Deel", "prompt": "c149-s1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for small B2B companies:** **Deel** — frequently rated best for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|challenger-small|RemoFirst", "prompt": "c149-s1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best budget option:** **RemoFirst** — highlighted as best for startups and small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|challenger-small|Rippling", "prompt": "c149-s1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best all-in-one HR/EOR platform:** **Rippling** or **Remote**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|challenger-small|Remote", "prompt": "c149-s1", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Remote** or **Rippling** if you care more about broader people-ops tooling"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|deepseek-small|Deel", "prompt": "c149-s1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For most small B2B companies**: **Deel** — it's the safest, most scalable all-round choice"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|deepseek-small|Multiplier", "prompt": "c149-s1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value / budget pick"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|deepseek-small|Oyster HR", "prompt": "c149-s1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small remote-first teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|deepseek-small|Remote", "prompt": "c149-s1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for compliance/IP control"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|deepseek-small|Remofirst", "prompt": "c149-s1", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remofirst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lowest price point — useful for making your very first hire on a tight budget, though support depth is thinner"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|google-small|Remote", "prompt": "c149-s1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **Remote** if IP security and compliance are your highest priorities."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|google-small|Deel", "prompt": "c149-s1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **Deel** if you want maximum software flexibility"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|google-small|Remofirst", "prompt": "c149-s1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remofirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **Remofirst** if you need to keep monthly overhead as low as humanly possible."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|google-small|Rippling", "prompt": "c149-s1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Want an All-in-One HR & Tech Stack"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|google-small|Gusto Global", "prompt": "c149-s1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Gusto Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your B2B company is already based in the US and uses **Gusto** for domestic payroll, look into **Gusto Global**."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|google-small|Multiplier", "prompt": "c149-s1", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "prioritize a provider with **owned entities** (like Remote or Multiplier)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|meta-small|Deel", "prompt": "c149-s1", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel, which is considered the best EOR for small businesses, with a starting price of $599 per employee/month"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|minimax-small|RemoFirst", "prompt": "c149-s1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **RemoFirst** if budget is primary concern"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|minimax-small|Rippling", "prompt": "c149-s1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** - Best for Integrated HR Tech"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|minimax-small|Deel", "prompt": "c149-s1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Deel** if you need strong compliance support and plan to scale quickly"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|minimax-small|Oyster HR", "prompt": "c149-s1", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Oyster HR** - Best for Remote Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|mistral-small|Deel", "prompt": "c149-s1", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** is often recommended as the best Employer of Record (EOR) service"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|moonshot-small|Deel", "prompt": "c149-s1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Deel** or **Remote** are the safest bets"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|moonshot-small|Remote", "prompt": "c149-s1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, **Deel** or **Remote** are the safest bets"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|moonshot-small|Oyster", "prompt": "c149-s1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oyster – Best for Startups"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|moonshot-small|Multiplier", "prompt": "c149-s1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is your primary concern, **Multiplier** or **Remofirst** offer solid entry points"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|moonshot-small|Remofirst", "prompt": "c149-s1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remofirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Remofirst / Pilot – Most Affordable Entry-Level"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|moonshot-small|Pilot", "prompt": "c149-s1", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Pilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Remofirst / Pilot – Most Affordable Entry-Level"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|openai-small|Deel", "prompt": "c149-s1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel is probably the best employer of record for a small B2B company overall"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|openai-small|Oyster", "prompt": "c149-s1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oyster** if you want a strong, transparent option and prefer a more startup-friendly feel"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|openai-small|Papaya Global", "prompt": "c149-s1", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "its positioning and materials lean more enterprise/global-workforce oriented"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|xai-small|Deel", "prompt": "c149-s1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel edges out as most recommended for small B2B due to balance of ratings, speed, and features"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|xai-small|Remote", "prompt": "c149-s1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compliance-focused with owned entities; good for IP protection, localized benefits."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|xai-small|Multiplier", "prompt": "c149-s1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-conscious SMBs/tech-first; fast setup, low overhead."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|xai-small|Oyster", "prompt": "c149-s1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small teams/contractors; 30-day free trials, user-friendly for agencies/startups."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|xai-small|Knit People", "prompt": "c149-s1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Knit People", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cheaper alternatives (for ultra-small teams): Knit People/RemoFirst (~$199-$280/mo), but fewer reviews/scale for B2B."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|xai-small|RemoFirst", "prompt": "c149-s1", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "RemoFirst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Knit People/RemoFirst (~$199-$280/mo), but fewer reviews/scale for B2B"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|zai-small|Deel", "prompt": "c149-s1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel is often the best first choice because of its ease of use, fast onboarding, and strong global coverage."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|zai-small|Remote", "prompt": "c149-s1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Remote is a strong runner-up, especially with annual billing."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|zai-small|Rippling", "prompt": "c149-s1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "EOR coverage is narrower than Deel/Remote."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|zai-small|RemotePeople", "prompt": "c149-s1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "RemotePeople", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "RemotePeople or Remofirst may be attractive, but ensure you understand the total cost of employment"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|zai-small|Remofirst", "prompt": "c149-s1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Remofirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for early-stage startups with tight budgets."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|zai-small|Multiplier", "prompt": "c149-s1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong focus on scaling SMBs and mid-market teams."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s1|zai-small|Papaya Global", "prompt": "c149-s1", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Overkill for a very small B2B company; pricing and complexity may be higher than needed."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|alibaba-small|Deel", "prompt": "c149-s2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel (Best Overall for Agility & Contractors)... the most popular platform for growing tech-forward companies"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|alibaba-small|Oyster HR", "prompt": "c149-s2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Oyster HR (Best for Human-Centric Culture)... Choose Oyster if: You want to treat international hires like actual employees"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|alibaba-small|Gusto", "prompt": "c149-s2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Gusto alone is not truly \"global\" ready; you will eventually hit a ceiling where you need a separate provider."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|alibaba-small|Rippling", "prompt": "c149-s2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "pair it with **Rippling**, which manages both US and International payroll in one dashboard"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|alibaba-small|Papaya Global", "prompt": "c149-s2", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Papaya Global (Best for Scaling Quickly)... Papaya is extremely agile"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|anthropic-small|Deel", "prompt": "c149-s2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel is the best payroll provider for global payroll, allowing you to pay workers in 50+ countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|anthropic-small|Gusto", "prompt": "c149-s2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For small businesses prioritizing ease of use and affordability, Gusto offers the fastest setup."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|anthropic-small|Justworks", "prompt": "c149-s2", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Justworks is the best payroll provider for compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|challenger-small|Deel", "prompt": "c149-s2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Deel** as the default choice."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|challenger-small|Remote", "prompt": "c149-s2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote** is the strongest alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|challenger-small|Oyster", "prompt": "c149-s2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if your main priority is small-business-friendly global payroll pricing and simplicity"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|challenger-small|Gusto", "prompt": "c149-s2", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "best only if you are mostly U.S.-based and only need limited international payroll support"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|deepseek-small|Deel", "prompt": "c149-s2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Deel**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|deepseek-small|Remote", "prompt": "c149-s2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If **cost is the top concern**, **Remote** offers the same core capabilities at a lower per-contractor rate"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|deepseek-small|Oyster", "prompt": "c149-s2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oyster** | Cleanest SMB experience, no setup fees"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|deepseek-small|Rippling", "prompt": "c149-s2", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** | If you also want HR/IT in one system"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|google-small|Deel", "prompt": "c149-s2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The three best global payroll providers for a B2B small business are **Deel**, **Rippling**, and **Remote**, each excelling in different scenarios"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|google-small|Rippling", "prompt": "c149-s2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your B2B business relies on a remote tech stack and you need to ship hardware to your international hires, **Rippling** is the gold standard."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|google-small|Remote", "prompt": "c149-s2", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Remote if: You sell software, proprietary data, or specialized B2B services, and **absolute protection of your intellectual property** is your top priority."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|meta-small|Deel Payroll", "prompt": "c149-s2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Deel Payroll - Best for running payroll across 100+ countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|meta-small|G-P", "prompt": "c149-s2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "G-P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. G-P - Best for global payroll without local entities"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|meta-small|RemoFirst", "prompt": "c149-s2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. RemoFirst - Best for budget-conscious remote team expansion"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|meta-small|Multiplier", "prompt": "c149-s2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Multiplier - Best for low-cost startup compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|meta-small|Papaya Global", "prompt": "c149-s2", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Papaya Global - Best for enterprise payroll consolidation"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|minimax-small|Deel", "prompt": "c149-s2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Deel** or **Oyster** as top choices for a small B2B business."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|minimax-small|Oyster", "prompt": "c149-s2", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Deel** or **Oyster** as top choices for a small B2B business."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|mistral-small|Deel", "prompt": "c149-s2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most recommended global payroll providers are **Deel** and **Remote**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|mistral-small|Remote", "prompt": "c149-s2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the most recommended global payroll providers are **Deel** and **Remote**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|mistral-small|Justworks", "prompt": "c149-s2", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your primary payroll is US-based with only a few international hires, **Justworks** is also a strong option"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|moonshot-small|Remote", "prompt": "c149-s2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Remote** or **Oyster**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|moonshot-small|Deel", "prompt": "c149-s2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Contractor-Heavy Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|moonshot-small|Oyster", "prompt": "c149-s2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend **Remote** or **Oyster**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|moonshot-small|Papaya Global", "prompt": "c149-s2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Finance-Focused Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|moonshot-small|ADP", "prompt": "c149-s2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** traditional providers like ADP/Paychex for global payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|moonshot-small|Paychex", "prompt": "c149-s2", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid** traditional providers like ADP/Paychex for global payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|openai-small|Deel", "prompt": "c149-s2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Deel** as the first provider to evaluate"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|openai-small|Remote", "prompt": "c149-s2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Remote** if you want a strong all-in-one payroll/HR/EOR platform"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|openai-small|Papaya Global", "prompt": "c149-s2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Papaya Global** if your main priority is **payments centralization**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|openai-small|ADP", "prompt": "c149-s2", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "willing to work through a more quote-based, enterprise-style process"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|xai-small|Oyster", "prompt": "c149-s2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Oyster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Oyster or Remote as top options—they're frequently highlighted as best for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|xai-small|Remote", "prompt": "c149-s2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend Oyster or Remote as top options"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|xai-small|ADP", "prompt": "c149-s2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Larger providers like ADP or Papaya Global skew toward mid-market/enterprise with custom quotes or higher complexity."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|xai-small|Papaya Global", "prompt": "c149-s2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Larger providers like ADP or Papaya Global skew toward mid-market/enterprise with custom quotes or higher complexity."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|xai-small|Deel", "prompt": "c149-s2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deel (close alt) | $29-49/ee or contractor ... Broadest if you need EOR too"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|xai-small|Rippling", "prompt": "c149-s2", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rippling | ~$8+/ee (US focus; global add-on) | 160+ | Quote | All-in-one HR/IT if US-heavy"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|zai-small|Remote", "prompt": "c149-s2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Remote** — Best Overall Choice"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|zai-small|Deel", "prompt": "c149-s2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** — Best for Global Hiring"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s2|zai-small|Multiplier", "prompt": "c149-s2", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "paraphrase", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Multiplier** — Best Value"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|alibaba-small|Deel", "prompt": "c149-s3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel is widely considered the market leader for modern hiring... Choose Deel if you want the \"Amazon Prime\" of EOR services"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|alibaba-small|Multiplier", "prompt": "c149-s3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Multiplier if you are bootstrapping and need to shave $100–$200 off your monthly burn rate"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|alibaba-small|Remote", "prompt": "c149-s3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Remote if your industry is highly regulated... While it is historically more expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|alibaba-small|Gusto", "prompt": "c149-s3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: US-based companies with very few (<3) international hires."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|alibaba-small|Papaya Global", "prompt": "c149-s3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Papaya Global** | ... Hybrid Scale (Own + EOR)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|alibaba-small|ADP GlobalView", "prompt": "c149-s3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "ADP GlobalView", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid Pure Payroll Providers (like ADP GlobalView or Paychex) until you hit a headcount of 50+"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|alibaba-small|Paychex", "prompt": "c149-s3", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Pure Payroll Providers (like ADP GlobalView or Paychex) until you hit a headcount of 50+"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|anthropic-small|Native Teams", "prompt": "c149-s3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Native Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "EOR starts at $99/month per employee... addresses budget constraints for small businesses making their first international hire"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|anthropic-small|Plane", "prompt": "c149-s3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Plane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Offers a flat $499/employee/month global rate regardless of country"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|anthropic-small|Deel", "prompt": "c149-s3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cross-border contractor and employee payroll provider across 130+ countries, with streamlined payment workflows and broad integration support"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|anthropic-small|Lano", "prompt": "c149-s3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Lano", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It's a strong fit for small businesses building remote-first or distributed teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|anthropic-small|Oyster", "prompt": "c149-s3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "offers owned-entity coverage across major hiring markets, reducing compliance risk, with flat-fee EOR pricing and a self-serve interface for managing smaller headcounts"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|anthropic-small|Multiplier", "prompt": "c149-s3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "An EOR platform designed for budget-conscious organizations that minimizes financial barriers to international hiring for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|anthropic-small|WorkMotion", "prompt": "c149-s3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "WorkMotion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Recommended as #1 for SMEs hiring into Europe"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|anthropic-small|Remote", "prompt": "c149-s3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "differentiates through transparent flat-rate pricing, a unified payroll dashboard"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|anthropic-small|Rippling", "prompt": "c149-s3", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Rippling** is the best choice for companies that want global payroll unified with HR and IT in one system"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|challenger-small|Deel", "prompt": "c149-s3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-rounder:** **Deel**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|challenger-small|Remote", "prompt": "c149-s3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best compliance-first:** **Remote**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|challenger-small|Rippling", "prompt": "c149-s3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best all-in-one HR/IT/payroll stack:** **Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|challenger-small|Oyster", "prompt": "c149-s3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Often positioned as a good \"first international hire\" EOR, but pricier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|challenger-small|Multiplier", "prompt": "c149-s3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good if you want mid-range pricing and international coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|challenger-small|RemoFirst", "prompt": "c149-s3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best budget entry:** **RemoFirst**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|challenger-small|Papaya Global", "prompt": "c149-s3", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Better suited to payroll operations at scale than as a lightweight startup EOR"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|deepseek-small|Deel", "prompt": "c149-s3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Use an **EOR** — **Deel** (best all-around)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|deepseek-small|Rippling", "prompt": "c149-s3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need HR + IT + payroll in one place?** **Rippling**."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|deepseek-small|Remote.com", "prompt": "c149-s3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Remote/Oyster** as strong UX-focused alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|deepseek-small|Oyster", "prompt": "c149-s3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **Remote/Oyster** as strong UX-focused alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|deepseek-small|Multiplier", "prompt": "c149-s3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "More affordable entry, strong Asia-Pacific coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|deepseek-small|RemoFirst", "prompt": "c149-s3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**RemoFirst** at ~$199/employee/mo is the pricing challenger"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|deepseek-small|Papaya Global", "prompt": "c149-s3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise payroll depth, workforce analytics (usually overkill for small teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|deepseek-small|Native Teams", "prompt": "c149-s3", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Native Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Agile, simple pricing for remote-first small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|google-small|Deel", "prompt": "c149-s3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel: Best Overall & Most Feature-Rich"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|google-small|RemoFirst", "prompt": "c149-s3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "RemoFirst: Best for Tight Budgets (Value Winner)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|google-small|Remote", "prompt": "c149-s3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Remote: Best for Compliance Depth & Direct Entity Ownership"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|google-small|Oyster", "prompt": "c149-s3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Oyster: Best for a Supportive, \"People-First\" Experience"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|google-small|Rippling", "prompt": "c149-s3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rippling: Best for Stack Consolidation (HR + IT + Global Payroll)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|google-small|Gusto (powered by Remote)", "prompt": "c149-s3", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Gusto (powered by Remote)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best \"Bolt-on\" for US-First Businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|meta-small|Deel", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deel is best for contractor compliance and scaling startups"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|meta-small|Remote", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Remote is best for transparent per-worker pricing on EOR, payroll, and contractor management"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|meta-small|Papaya Global", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Papaya Global is best for enterprise multi-country payroll with automated statutory payments"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|meta-small|Rippling", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Rippling is best for unified HR, IT, and finance on one platform with global EOR built in"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|meta-small|Justworks", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Justworks is best for US SMBs whose primary payroll is US-based"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|meta-small|Multiplier", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Multiplier is best for low-cost startup compliance and budget-conscious organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|meta-small|Oyster", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Oyster is best for remote-first distributed teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|meta-small|Payoneer Workforce Management", "prompt": "c149-s3", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Payoneer Workforce Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "best for managing distributed teams across emerging hiring markets"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|minimax-small|Deel", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Deel** | 150+ | $599/employee/month | Fast scaling, comprehensive compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|minimax-small|Papaya Global", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Papaya Global** | 180+ | $499/employee/month | AI-powered payroll, large coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|minimax-small|RemoFirst", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**RemoFirst** | 185+ | Competitive | Startups & small businesses on a budget"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|minimax-small|OysterHR", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "OysterHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**OysterHR** | 120+ | $699/employee/month | Remote-first teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|minimax-small|Remote", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Remote** | Best overall\\u2014unified platform for payroll, EOR, and contractors"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|minimax-small|Remote People", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Remote People** | 150+ | $199/employee/month | Flat-fee hiring with built-in recruitment"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|minimax-small|Pebl", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Pebl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Pebl** | 185+ | $399/employee/month | High-touch support"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|minimax-small|Rippling", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Rippling** | US-first teams needing HR, IT, and payroll in one system"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|minimax-small|Justworks", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Justworks** | Payroll with built-in benefits management (US-focused)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|minimax-small|Rivermate", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rivermate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Rivermate** | Small teams navigating cross-border payroll for the first time"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|minimax-small|Multiplier", "prompt": "c149-s3", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Multiplier** | EOR and payroll combined"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|mistral-small|Remote", "prompt": "c149-s3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small teams, **Remote** and **Deel** are the most popular choices for true global expansion"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|mistral-small|Deel", "prompt": "c149-s3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Remote** and **Deel** are the most popular choices for true global expansion"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|mistral-small|Oyster HR", "prompt": "c149-s3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oyster** is a strong middle ground for compliance-focused teams."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|mistral-small|Rippling", "prompt": "c149-s3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** and **Gusto** are better for US-centric teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|mistral-small|Gusto", "prompt": "c149-s3", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gusto is the most affordable for US-only teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|moonshot-small|Knit People", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Knit People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Tightest budget (1-5 employees) | RemoFirst or Knit People | $199/month, transparent pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|moonshot-small|RemoFirst", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "RemoFirst or Knit People | $199/month, transparent pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|moonshot-small|RemotePeople", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "RemotePeople", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**RemotePeople** | ~$199 | — | End-to-end recruitment + EOR bundle"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|moonshot-small|Multiplier", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Multiplier** | ~$400 | $40 | In-house compliance expertise"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|moonshot-small|Atlas HXM", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Atlas HXM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Atlas HXM** | ~$280 | — | Growing teams needing scalability"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|moonshot-small|Papaya Global", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Compliance in difficult markets | Remote.com or Papaya Global"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|moonshot-small|Deel", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Deel** | $599 | $49 | Market leader, best UX, contractor mgmt"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|moonshot-small|Remote.com", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Mix of contractors + employees | Deel or Remote.com | Best contractor management tools"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|moonshot-small|Oyster HR", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Mission-driven/sustainability focus | Oyster HR | B-Corp, carbon-neutral"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|moonshot-small|Rippling", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Need HR + IT + Payroll in one | Rippling | Only unified workforce platform"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|moonshot-small|Teamed", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Teamed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Plan to own entity eventually | Teamed or TopSource | Advisory support for transition"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|moonshot-small|TopSource Worldwide", "prompt": "c149-s3", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "TopSource Worldwide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Teamed, TopSource Worldwide emphasize human support over software"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|openai-small|Remote", "prompt": "c149-s3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A strong all-around option for small teams because it combines **EOR, global payroll, and contractor management** in one platform, with public pricing."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|openai-small|Deel", "prompt": "c149-s3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Look at **Remote** or **Deel** first."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|openai-small|Rippling", "prompt": "c149-s3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "however, its EOR offering is more limited/less central than the EOR-first vendors"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|openai-small|Papaya Global", "prompt": "c149-s3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Papaya is often used when the priority is **global payroll consolidation and payments** across many countries."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|openai-small|Justworks", "prompt": "c149-s3", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Justworks is attractive for **smaller US companies** that want simplicity and transparent pricing."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|xai-small|Deel", "prompt": "c149-s3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Deel** or **Remote** (hybrids handle both EOR/payroll)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|xai-small|Remote", "prompt": "c149-s3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Deel** or **Remote** (hybrids handle both EOR/payroll)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|xai-small|Oyster", "prompt": "c149-s3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-market/user-friendly experience. 180+ countries."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|xai-small|Remofirst", "prompt": "c149-s3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remofirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget? **Remofirst** or **Papaya** payroll."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|xai-small|Multiplier", "prompt": "c149-s3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Value/enterprise picks. 150-160+ countries."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|xai-small|Papaya Global", "prompt": "c149-s3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best dedicated global payroll. 160+ countries."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|xai-small|Rippling", "prompt": "c149-s3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for US-first/global unification... great for small teams scaling"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|xai-small|Native Teams", "prompt": "c149-s3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Native Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Affordable for mixed workforce."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|xai-small|Payoneer Workforce", "prompt": "c149-s3", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Payoneer Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Affordable for mixed workforce."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|zai-small|Deel", "prompt": "c149-s3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Deel if you want the most features and don't mind paying a premium. It is the industry standard for a reason."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|zai-small|Remote", "prompt": "c149-s3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Remote if you are worried about legal compliance and want a clean, unified dashboard."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|zai-small|Rippling Global Payroll", "prompt": "c149-s3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Rippling Global Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Expensive, US-focused"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|zai-small|Multiplier", "prompt": "c149-s3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Multiplier if you are on a budget but need full EOR compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|zai-small|Remofirst", "prompt": "c149-s3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Remofirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Remofirst if you have a team of 5 or fewer and want to minimize monthly costs."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s3|zai-small|Papaya Global", "prompt": "c149-s3", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Papaya if your CFO needs complex reporting and you have more than 10 international employees."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|alibaba-small|RemotePeople", "prompt": "c149-s4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemotePeople", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. RemotePeople** ... frequently cited for offering strong value to startups ... transparent pricing with no long-term lock-in contracts"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|alibaba-small|Remofirst", "prompt": "c149-s4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Remofirst is highly rated for its modern technology stack and ease of use."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|alibaba-small|Columbus (via Hire With Columbus)", "prompt": "c149-s4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Columbus (via Hire With Columbus)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you should verify if their service model includes full-time support or relies more on a self-service platform, as ultra-low costs sometimes reflect different service levels"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|alibaba-small|Multiplier", "prompt": "c149-s4", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multiplier often has promotions or lower-tier plans for smaller clients"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|anthropic-small|Hire with Columbus", "prompt": "c149-s4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "offers EOR and payroll services from $179 per month with no setup fees, making it one of the more affordable entry points"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|anthropic-small|RemoFirst", "prompt": "c149-s4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "positions itself as the budget-friendly option, with EOR services starting at $199/month per employee"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|anthropic-small|Plane", "prompt": "c149-s4", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Plane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is another good EOR vendor option for small businesses... though it's important to note that these costs get more expensive as you scale"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|challenger-small|RemoFirst", "prompt": "c149-s4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small company with a tight budget, RemoFirst is the strongest fit**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|challenger-small|Playroll", "prompt": "c149-s4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Playroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Playroll** is often positioned as a good value alternative at **$399/month**, but it is not as cheap as RemoFirst"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|challenger-small|RemotePeople", "prompt": "c149-s4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemotePeople", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Some reviews also mention **RemotePeople** as a low-cost option starting around **$199/employee/month**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|challenger-small|Deel", "prompt": "c149-s4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare **RemoFirst vs Playroll vs Deel vs Remote** specifically for a small team"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|challenger-small|Remote", "prompt": "c149-s4", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare **RemoFirst vs Playroll vs Deel vs Remote** specifically for a small team"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|deepseek-small|Hire with Columbus", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want absolute lowest cost with no setup fees, **Hire with Columbus** at $179/employee/month is worth checking out."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|deepseek-small|RemoFirst", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**RemoFirst** is the most reliable well-reviewed pick at $199/employee/month"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|deepseek-small|Rivermate", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Rivermate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "also from **$199/employee/month**, frequently listed among the cheapest"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|deepseek-small|Horizons", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Horizons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "from **$199/employee/month**, covering 180+ countries"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|deepseek-small|Multiplier", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "shortlist RemoFirst, Hire with Columbus, and Multiplier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|deepseek-small|Tarmack", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Tarmack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "$199/employee/month, designed specifically for SMEs and lean teams, no minimum commitment"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|deepseek-small|Deel", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More Expensive \"Premium\" Providers (likely over budget)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|deepseek-small|Remote.com", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "More Expensive \"Premium\" Providers (likely over budget)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|deepseek-small|Oyster", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Oyster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "More Expensive \"Premium\" Providers (likely over budget)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|deepseek-small|Papaya Global", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "More Expensive \"Premium\" Providers (likely over budget)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|deepseek-small|Velocity Global", "prompt": "c149-s4", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Velocity Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "More Expensive \"Premium\" Providers (likely over budget)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|google-small|Deel", "prompt": "c149-s4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the premium tier of Employer of Record (EOR) providers—such as market leaders Deel and Remote—can be difficult to justify"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|google-small|Remote", "prompt": "c149-s4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as market leaders Deel and Remote—can be difficult to justify, as their baseline pricing typically starts between **$599 and $699"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|google-small|Remofirst", "prompt": "c149-s4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with **Remofirst** (best overall balance of price and features)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|google-small|Hire with Columbus", "prompt": "c149-s4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hire with Columbus** (lowest cost)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|google-small|Thera", "prompt": "c149-s4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Thera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Thera** (Best for Tech/Finance-focused Startups)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|google-small|Playroll", "prompt": "c149-s4", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Playroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Playroll is a strong mid-market choice"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|meta-small|Remofirst", "prompt": "c149-s4", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employer of record for a small company with a tight budget is Remofirst, which offers EOR services starting at $199/month per employee."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|minimax-small|Hire with Columbus", "prompt": "c149-s4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**1. Hire with Columbus — $179/employee/month** - Lowest mainstream price"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|minimax-small|RemoFirst", "prompt": "c149-s4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**RemoFirst** is likely your best bet—they're more established than Columbus, have real customer reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|minimax-small|Tarmack", "prompt": "c149-s4", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Tarmack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Appears to be the cheapest, but I'd verify carefully—some pricing may be for contractor services only, not full EOR"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|mistral-small|RemoFirst", "prompt": "c149-s4", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "RemoFirst is highlighted as the most budget-friendly choice"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|mistral-small|Tarmack", "prompt": "c149-s4", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Tarmack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Tarmack is noted for being the cheapest overall, starting at just $39 per employee per month with no hidden fees"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|moonshot-small|Remofirst", "prompt": "c149-s4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Remofirst** is generally the best Employer of Record (EOR) option based on current pricing and contract terms."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|moonshot-small|Multiplier", "prompt": "c149-s4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Multiplier | ~$400/mo | Mid-market budget option"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|moonshot-small|Deel", "prompt": "c149-s4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider saving up for Remote.com or Deel ($599/month)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|moonshot-small|Remote.com", "prompt": "c149-s4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider saving up for Remote.com or Deel ($599/month)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|moonshot-small|Papaya Global", "prompt": "c149-s4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Papaya Global | $499–$770/mo | Payroll centralization, enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|moonshot-small|Oyster", "prompt": "c149-s4", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Oyster | $499–$699/mo | Mission-driven companies"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|openai-small|Deel", "prompt": "c149-s4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cheapest likely option among these: Deel"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|openai-small|Remote", "prompt": "c149-s4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Close second: Remote"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|openai-small|Oyster", "prompt": "c149-s4", "model": "openai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Oyster emphasizes predictable pricing but didn't surface a public EOR number in the sources I checked."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|xai-small|Native Teams", "prompt": "c149-s4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Native Teams", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lowest headline price; includes employee wallet/expenses; free admin account... EU focus? Native Teams."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|xai-small|Remofirst", "prompt": "c149-s4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remofirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For 1st international hire, prioritize broad coverage + transparency (Remofirst/RemotePeople)."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|xai-small|RemotePeople", "prompt": "c149-s4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemotePeople", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For 1st international hire, prioritize broad coverage + transparency (Remofirst/RemotePeople)."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|xai-small|Tarmack", "prompt": "c149-s4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Tarmack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Claims cheapest with no hidden costs... Less coverage data; newer, so fewer long-term reviews."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|xai-small|Deel", "prompt": "c149-s4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "They beat mid-tier options like Deel/Remote ($599+ PEPM)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|xai-small|Remote", "prompt": "c149-s4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "They beat mid-tier options like Deel/Remote ($599+ PEPM)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|xai-small|Oyster", "prompt": "c149-s4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Oyster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "or Oyster ($499-699) by 50-80% on base fees"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|xai-small|Knit People", "prompt": "c149-s4", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Knit People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Knit People at $199 also noted, but similar tier"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|zai-small|Hire with Columbus", "prompt": "c149-s4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Hire with Columbus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hire with Columbus** is generally considered the best overall choice for a tight budget"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|zai-small|Native Teams", "prompt": "c149-s4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Native Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Native Teams** offers the lowest price point if your needs are geographically limited."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|zai-small|Deel", "prompt": "c149-s4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid Remote and Deel** for a tight budget"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|zai-small|Remote", "prompt": "c149-s4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Remote and Deel** for a tight budget"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s4|zai-small|RemoFirst", "prompt": "c149-s4", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "budget", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Startups: RemoFirst"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s5|moonshot-small|Deel", "prompt": "c149-s5", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Deel** (~$599/mo) - Fast onboarding, strong integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s5|moonshot-small|Oyster", "prompt": "c149-s5", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Oyster** - Competitive pricing, good for smaller teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s5|moonshot-small|Remote.com", "prompt": "c149-s5", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Remote.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Remote.com** (~$699/mo) - Strong platform experience"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s5|moonshot-small|RemoFirst", "prompt": "c149-s5", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "RemoFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**RemoFirst** (~$199/mo) - Budget-friendly option"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s5|moonshot-small|Rippling", "prompt": "c149-s5", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Rippling** - Good HRIS integration"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s5|xai-small|Oyster", "prompt": "c149-s5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "RFP shortlist 3\\u20135 providers like Oyster, Remote, Deel, or Papaya Global"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s5|xai-small|Remote", "prompt": "c149-s5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "shortlist 3\\u20135 providers like Oyster, Remote, Deel, or Papaya Global"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s5|xai-small|Deel", "prompt": "c149-s5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "shortlist 3\\u20135 providers like Oyster, Remote, Deel, or Papaya Global"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s5|xai-small|Papaya Global", "prompt": "c149-s5", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "scale", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "shortlist 3\\u20135 providers like Oyster, Remote, Deel, or Papaya Global"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|alibaba-small|Rippling", "prompt": "c149-s6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why Avoid/Caution for Small Business: Billing Complexity & Disputes"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|alibaba-small|Papaya Global", "prompt": "c149-s6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-Centric Pricing: The platform is designed for scale."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|alibaba-small|Deel", "prompt": "c149-s6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cost Creep: The base price is among the highest in the market"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|alibaba-small|Gusto", "prompt": "c149-s6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not a True Global EOR: If your goal is *global* expansion, Gusto is often insufficient."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|alibaba-small|Multiplier", "prompt": "c149-s6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look at specialized boutique providers (like **Multiplier** or **RemoFirst**) rather than the enterprise giants."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|alibaba-small|RemoFirst", "prompt": "c149-s6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "specialized boutique providers (like **Multiplier** or **RemoFirst**)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|alibaba-small|Remote", "prompt": "c149-s6", "model": "alibaba-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prioritize providers with verified owned entities (like **Remote**) despite the higher price tag"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|anthropic-small|Papaya Global", "prompt": "c149-s6", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "relies on third-party partners in many regions, which can lead to limited control, inconsistent service quality, and delays in compliance handling"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|anthropic-small|Oyster HR", "prompt": "c149-s6", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The biggest complaints revolve around limited human support, slower communication across time zones, reliance on local partners, and weak payroll visibility."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|anthropic-small|Native Teams", "prompt": "c149-s6", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Native Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "doesn't have the smoothest interface, and several users mentioned needing help during onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|anthropic-small|Acvian", "prompt": "c149-s6", "model": "anthropic-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Acvian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Acvian is reported as the worst EOR choice, with users noting it's incredibly low-tech"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|challenger-small|Globalization Partners", "prompt": "c149-s6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Globalization Partners", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "sources specifically flag these as **not ideal for small-business-first buyers** or as platforms to **skip at this stage**: **Globalization Partners, Velocity Global / Pebl, Atlas, and Papaya Global Enterprise**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|challenger-small|Velocity Global / Pebl", "prompt": "c149-s6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Velocity Global / Pebl", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "platforms to **skip at this stage**: **Globalization Partners, Velocity Global / Pebl, Atlas, and Papaya Global Enterprise**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|challenger-small|Atlas", "prompt": "c149-s6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Atlas", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "platforms to **skip at this stage**: **Globalization Partners, Velocity Global / Pebl, Atlas, and Papaya Global Enterprise**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|challenger-small|Papaya Global Enterprise", "prompt": "c149-s6", "model": "challenger-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "platforms to **skip at this stage**: **Globalization Partners, Velocity Global / Pebl, Atlas, and Papaya Global Enterprise**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|deepseek-small|ADP", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**ADP** — Very commonly flagged by small businesses. Main issues: **Opaque, quote-based pricing**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|deepseek-small|Paychex", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequently described as overpriced with unreasonable/hidden fees."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|deepseek-small|Paylocity", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Repeated BBB and community complaints about: Abysmal customer service"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|deepseek-small|Deel", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The most successful and fastest-growing EOR, but worth caution flags"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|deepseek-small|Multiplier", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "recurring complaints include: **Invoicing issues** ... **Delays in salaries and payments**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|deepseek-small|Globalization Partners (G-P)", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Strong public ratings (4.4-4.5/5) but recurring underlying concerns ... less ideal for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|deepseek-small|Gusto", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "be cautious using it for complex global/compliance scenarios"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|deepseek-small|Remote", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "compliance transparency with owned entities, **Remote**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|deepseek-small|Remofirst", "prompt": "c149-s6", "model": "deepseek-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remofirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For price-sensitive small teams, **Remofirst**"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|google-small|G-P (Globalization Partners)", "prompt": "c149-s6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "G-P (Globalization Partners)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid due to Cash Flow Drag... generally a terrible fit for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|google-small|Velocity Global", "prompt": "c149-s6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Velocity Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid due to Cash Flow Drag... generally a terrible fit for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|google-small|Remofirst", "prompt": "c149-s6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remofirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Look for budget-friendly, SMB-focused EORs like **Remofirst** (starts at $199/month)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|google-small|Playroll", "prompt": "c149-s6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Playroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Playroll**, or **Ontop**, which offer lower flat fees and more flexible deposit structures"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|google-small|Ontop", "prompt": "c149-s6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Ontop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Playroll**, or **Ontop**, which offer lower flat fees and more flexible deposit structures"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|google-small|Papaya Global", "prompt": "c149-s6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The \"Aggregators\" / Partner-Dependent Models (Caution due to Support Lag)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|google-small|Lano", "prompt": "c149-s6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Lano", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "The \"Aggregators\" / Partner-Dependent Models (Caution due to Support Lag)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|google-small|Remote", "prompt": "c149-s6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look for EORs that use a \"wholly owned entity\" model (like **Remote** or **Multiplier**)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|google-small|Multiplier", "prompt": "c149-s6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Look for EORs that use a \"wholly owned entity\" model (like **Remote** or **Multiplier**)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|google-small|Rippling", "prompt": "c149-s6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "The \"Lock-In\" and \"Land-and-Expand\" Platforms (Avoid due to Contract Rigidity)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|google-small|Deel", "prompt": "c149-s6", "model": "google-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "While it is a great platform, small businesses must be highly cautious when using them."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|meta-small|Deel", "prompt": "c149-s6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top providers mentioned include Deel, Remote, Papaya Global, ADP, Rippling, Multiplier, Oyster, CloudPay, Gusto, and Wisemonk."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|meta-small|Remote", "prompt": "c149-s6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top providers mentioned include Deel, Remote, Papaya Global, ADP, Rippling, Multiplier, Oyster, CloudPay, Gusto, and Wisemonk."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|meta-small|Papaya Global", "prompt": "c149-s6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top providers mentioned include Deel, Remote, Papaya Global, ADP, Rippling, Multiplier, Oyster, CloudPay, Gusto, and Wisemonk."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|meta-small|ADP", "prompt": "c149-s6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top providers mentioned include Deel, Remote, Papaya Global, ADP, Rippling, Multiplier, Oyster, CloudPay, Gusto, and Wisemonk."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|meta-small|Rippling", "prompt": "c149-s6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top providers mentioned include Deel, Remote, Papaya Global, ADP, Rippling, Multiplier, Oyster, CloudPay, Gusto, and Wisemonk."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|meta-small|Multiplier", "prompt": "c149-s6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top providers mentioned include Deel, Remote, Papaya Global, ADP, Rippling, Multiplier, Oyster, CloudPay, Gusto, and Wisemonk."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|meta-small|Oyster", "prompt": "c149-s6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top providers mentioned include Deel, Remote, Papaya Global, ADP, Rippling, Multiplier, Oyster, CloudPay, Gusto, and Wisemonk."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|meta-small|CloudPay", "prompt": "c149-s6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "CloudPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top providers mentioned include Deel, Remote, Papaya Global, ADP, Rippling, Multiplier, Oyster, CloudPay, Gusto, and Wisemonk."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|meta-small|Gusto", "prompt": "c149-s6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some of the top providers mentioned include Deel, Remote, Papaya Global, ADP, Rippling, Multiplier, Oyster, CloudPay, Gusto, and Wisemonk."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|meta-small|Wisemonk", "prompt": "c149-s6", "model": "meta-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Wisemonk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some of the top providers mentioned include Deel, Remote, Papaya Global, ADP, Rippling, Multiplier, Oyster, CloudPay, Gusto, and Wisemonk."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|minimax-small|Multiplier", "prompt": "c149-s6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequent invoicing issues and manual errors... Delayed salary payments and payment inaccuracies"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|minimax-small|Globalization Partners (G-P)", "prompt": "c149-s6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Opaque total landed pricing, especially for smaller buyers... Premium costs relative to competitors"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|minimax-small|Oyster HR", "prompt": "c149-s6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Oyster HR (noted for UX, though watch support response times)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|minimax-small|Deel", "prompt": "c149-s6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Deel (strong platform, though premium pricing)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|minimax-small|Remote", "prompt": "c149-s6", "model": "minimax-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Remote (good pricing transparency)"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|mistral-small|Papaya Global", "prompt": "c149-s6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consistently receives concerning reviews, including a 3.2/5 rating on Trustpilot. Common complaints include missed payments, hidden fees, and inconsistent service quality"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|mistral-small|Globalization Partners (G-P)", "prompt": "c149-s6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Globalization Partners (G-P)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "repeated concerns about onboarding delays, payroll handling, lack of pricing clarity, and inconsistent support"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|mistral-small|Remote", "prompt": "c149-s6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While Remote is considered a strong player, its support quality has been flagged as inconsistent"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|mistral-small|Oyster HR", "prompt": "c149-s6", "model": "mistral-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Reviews highlight gaps in live support, slow response times, and limited payroll visibility."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|moonshot-small|Papaya Global", "prompt": "c149-s6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Trustpilot rating of only 2.4/5** (vs. Deel's 4.9/5) with reports of missed payments and hidden fees"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|moonshot-small|RemoFirst", "prompt": "c149-s6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "RemoFirst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Payroll reliability degrades past 30-50 employees** across multiple markets"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|moonshot-small|Oyster HR", "prompt": "c149-s6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Highest base price in the category at $699/month per employee"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|moonshot-small|Remote", "prompt": "c149-s6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Prioritize owned-entity providers** (Remote, Deel) over partner-dependent models for critical hires"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|moonshot-small|Deel", "prompt": "c149-s6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Prioritize owned-entity providers** (Remote, Deel) over partner-dependent models for critical hires"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|moonshot-small|Native Teams", "prompt": "c149-s6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Native Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Native Teams** (from $8/month + base fee) – for simple, low-cost needs"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|moonshot-small|Rivermate", "prompt": "c149-s6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rivermate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Rivermate** – human-led support vs. automation-heavy competitors"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|moonshot-small|Pebl", "prompt": "c149-s6", "model": "moonshot-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Pebl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Pebl** – for modeling employment costs before hiring"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|xai-small|Remote.com", "prompt": "c149-s6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Ones to **Avoid or Be Very Cautious About**... Irregular billing, lack of transparency on legal/compliance risks, slow support during peaks, payroll delays."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|xai-small|Papaya Global", "prompt": "c149-s6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High costs ($499+/employee/month EOR + deposits), billing surprises (hidden fees, transfer costs), steep onboarding curve, slow support."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|xai-small|Multiplier", "prompt": "c149-s6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Lacks deep payroll/ERP integrations... not \"finance-grade\" for complex needs."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|xai-small|Gusto", "prompt": "c149-s6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "not optimized for true global EOR (US-heavy), compliance/pricing issues abroad, overkill or mismatched for international small teams."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|xai-small|Deel", "prompt": "c149-s6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Deel**: Best overall (4.7/5 G2, 4.8/5 Trustpilot). Transparent, scalable ($599 EOR), fast onboarding."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|xai-small|Oyster", "prompt": "c149-s6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SMB-friendly ($25/employee in 25+ countries), no setup fees, clean UX for hybrid EOR/payroll."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|xai-small|Rippling", "prompt": "c149-s6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "US-first but global expansion; unified HR/IT/payroll ($8+)."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|xai-small|Hire with Columbus", "prompt": "c149-s6", "model": "xai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Hire with Columbus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Reddit favorite for simple international hiring."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|zai-small|Remote.com", "prompt": "c149-s6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Remote.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequent reports of service‑quality decline and abrupt policy changes that can expose you to unexpected liability."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|zai-small|Multiplier", "prompt": "c149-s6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Repeated complaints about invoicing, payment delays, and poor support, especially in the EU and APAC."}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|zai-small|Oyster HR", "prompt": "c149-s6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "limited human support, weak payroll visibility, and reliance on local partners can be problematic for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c149-s6|zai-small|Deel (Deel Payroll)", "prompt": "c149-s6", "model": "zai-small", "cat": "global-payroll-and-employer-of-record", "variant": "negative", "raw": "Deel (Deel Payroll)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Deel is generally well‑reviewed, but some SMBs report issues with contract flexibility, support, and reporting."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|alibaba-small|Rippling", "prompt": "c150-l1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company values **modernization and consolidation**, start with a demo of **Rippling**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|alibaba-small|Workday", "prompt": "c150-l1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you require **deep financial/ERP alignment**, evaluate **Workday**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|alibaba-small|ADP", "prompt": "c150-l1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your priority is **payroll-carrier fidelity**, look at **ADP**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|anthropic-small|Alight Solutions", "prompt": "c150-l1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Alight Solutions and bswift are built for large, multi-plan benefit structures"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|anthropic-small|bswift", "prompt": "c150-l1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alight Solutions and bswift are built for large, multi-plan benefit structures"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|anthropic-small|ADP", "prompt": "c150-l1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "ADP is recommended for enterprise benefits administration, offering payroll-connected benefits at scale with deep compliance support"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|anthropic-small|PlanSource", "prompt": "c150-l1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "making it a strong dedicated benefits administration platform"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|anthropic-small|Benefitfocus", "prompt": "c150-l1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "offers strong plan navigation and self-service for employee experience and engagement"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|anthropic-small|Rippling", "prompt": "c150-l1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "comprehensive HR, payroll, and IT platform that automates benefits administration within a unified workforce management system"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|challenger-small|ADP Workforce Now", "prompt": "c150-l1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **ADP Workforce Now**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|challenger-small|Workday HCM", "prompt": "c150-l1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you already run on Workday:** **Workday HCM**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|challenger-small|bswift", "prompt": "c150-l1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for highly complex enterprise benefits programs:** **bswift**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|challenger-small|Benefitfocus", "prompt": "c150-l1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Benefitfocus** — often cited as a strong choice for complex, multi-carrier programs"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|deepseek-small|Workday HCM", "prompt": "c150-l1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday HCM** is the safest default (especially if you already use Workday)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|deepseek-small|Rippling", "prompt": "c150-l1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rippling** is the standout if you value usability and automated, unified HR/IT/payroll/benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|deepseek-small|ADP Workforce Now", "prompt": "c150-l1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rated one of the top enterprise options (4.6/5 on G2)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|deepseek-small|bswift", "prompt": "c150-l1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "considered the best \"AI-native\" enterprise dedicated option"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|deepseek-small|PlanSource", "prompt": "c150-l1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong enrollment automation and carrier API connectivity"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|deepseek-small|Benefitfocus", "prompt": "c150-l1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Great employee experience, plan navigation, and engagement tools (4.3/5)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|deepseek-small|UKG Pro", "prompt": "c150-l1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong alternative for enterprises wanting end-to-end benefits inside a UKG HR/payroll environment"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|deepseek-small|Benepass", "prompt": "c150-l1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Rippling and Benepass/Benefitfocus tend to score highest on usability"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|google-small|Businessolver (Benefitsolver)", "prompt": "c150-l1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Businessolver (Benefitsolver)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Businessolver or Benefitfocus if you have complex eligibility rules ... and want a dedicated benefits system with robust employee support."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|google-small|Benefitfocus (by Voya Financial)", "prompt": "c150-l1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benefitfocus (by Voya Financial)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Businessolver or Benefitfocus if you have complex eligibility rules"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|google-small|bswift (by CVS Health/Francisco Partners)", "prompt": "c150-l1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "bswift (by CVS Health/Francisco Partners)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for its state-of-the-art configuration flexibility."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|google-small|Workday Benefits", "prompt": "c150-l1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Workday or ADP if you already use their HR system and your primary goal is system consolidation"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|google-small|ADP Workforce Now / ADP Enterprise HR", "prompt": "c150-l1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now / ADP Enterprise HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ADP is a powerhouse for managing ACA compliance tracking, tax filing, and multi-state compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|google-small|Rippling", "prompt": "c150-l1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Rippling if you are an agile, tech-forward B2B enterprise looking to fully automate the HR-to-IT lifecycle."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|google-small|Alight Solutions (Alight Worklife)", "prompt": "c150-l1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Alight Solutions (Alight Worklife)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Alight if you have tens of thousands of employees globally and need full-service co-sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|meta-small|ADP Workforce Now", "prompt": "c150-l1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top contenders for benefits administration software for enterprises include: 1. ADP Workforce Now"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|meta-small|Rippling", "prompt": "c150-l1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|meta-small|Workday HCM", "prompt": "c150-l1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Workday HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|meta-small|Paylocity", "prompt": "c150-l1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Paylocity"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|meta-small|bswift", "prompt": "c150-l1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. bswift"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|minimax-small|ADP Workforce Now", "prompt": "c150-l1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "known for its scalability and is suitable for large enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|minimax-small|Rippling", "prompt": "c150-l1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers a unified approach to benefits administration, payroll, and HR management"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|minimax-small|Workday HCM", "prompt": "c150-l1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "known for its advanced analytics and global capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|minimax-small|Oracle HCM Cloud", "prompt": "c150-l1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable options include: Oracle HCM Cloud"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|minimax-small|SAP SuccessFactors", "prompt": "c150-l1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable options include: SAP SuccessFactors"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|minimax-small|Ultimate Software (UKG)", "prompt": "c150-l1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Ultimate Software (UKG)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable options include: Ultimate Software (UKG)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|mistral-small|ADP Workforce Now", "prompt": "c150-l1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ADP Workforce Now, Rippling, and Workday HCM are the top recommendations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|mistral-small|Rippling", "prompt": "c150-l1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a top choice for tech-forward enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|mistral-small|Workday HCM", "prompt": "c150-l1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal for large, complex organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|mistral-small|Forma", "prompt": "c150-l1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Stands out for high user satisfaction, particularly in benefits administration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|mistral-small|Benepass", "prompt": "c150-l1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Benepass and Businessolver are also excellent choices"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|mistral-small|Businessolver", "prompt": "c150-l1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "Businessolver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Benepass and Businessolver are also excellent choices"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|moonshot-small|Workday HCM", "prompt": "c150-l1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Workday HCM** ⭐ (Best Overall for Large Enterprises)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|moonshot-small|SAP SuccessFactors Employee Central", "prompt": "c150-l1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "SAP SuccessFactors Employee Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for complex, global employers"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|moonshot-small|PlanSource", "prompt": "c150-l1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**PlanSource** if you already have a core HR system and need best-in-class benefits administration with deep carrier integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|moonshot-small|ADP Workforce Now", "prompt": "c150-l1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Mid-sized businesses focused on payroll and compliance integration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|moonshot-small|UKG Pro", "prompt": "c150-l1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise-grade payroll and HR capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|moonshot-small|Rippling", "prompt": "c150-l1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more SMB-focused but scaling up"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|openai-small|Workday HCM", "prompt": "c150-l1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if you want a single default pick, **Workday HCM** is usually the strongest choice for large, complex enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|openai-small|ADP Workforce Now", "prompt": "c150-l1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best all-in-one operations platform:** **ADP Workforce Now**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|openai-small|Rippling", "prompt": "c150-l1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Rippling** if you want **modern automation and consolidation**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|openai-small|Forma", "prompt": "c150-l1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Forma** is often highlighted for ease and broker-centric setup"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|openai-small|TriNet", "prompt": "c150-l1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "TriNet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for outsourced/PEO-style administration and compliance-heavy support:** **TriNet**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|xai-small|ADP Workforce Now", "prompt": "c150-l1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP Workforce Now** (Most frequently top-rated for enterprises)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|xai-small|Workday HCM", "prompt": "c150-l1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise-grade for massive scale (e.g., global orgs), deep HCM integration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|xai-small|Rippling", "prompt": "c150-l1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High user satisfaction (9.6/10 on G2 with 500+ enterprise reviews)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|xai-small|Alight Solutions / bswift", "prompt": "c150-l1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Alight Solutions / bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Built for large, multi-plan enterprise complexity (Guideflow pick)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|xai-small|PlanSource", "prompt": "c150-l1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dedicated benefits focus with enrollment automation and 600+ carrier APIs"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|xai-small|Paycor", "prompt": "c150-l1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Good HCM integration, but more mid-market leaning"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|xai-small|Forma / Benepass", "prompt": "c150-l1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Forma / Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "High satisfaction for flexible perks/benefits, per G2 recommendations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|zai-small|ADP Workforce Now", "prompt": "c150-l1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP Workforce Now** remains the strongest all‑round choice due to its carrier network, compliance depth"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|zai-small|Workday HCM", "prompt": "c150-l1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want unified HR/payroll/benefits in one cloud platform → Workday HCM or Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|zai-small|Rippling", "prompt": "c150-l1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a tech-led enterprise with tight IT/HR integration needs → Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|zai-small|Benefitfocus", "prompt": "c150-l1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're large, self-insured, and need auditable workflows → Benefitfocus or Businessolver"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|zai-small|PlanSource", "prompt": "c150-l1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're mid-market with a focus on open enrollment and carrier connectivity → PlanSource or Businessolver"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|zai-small|Businessolver", "prompt": "c150-l1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Businessolver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong employee experience, benefits marketplace, 401(k)/HSA/FSA support"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l1|zai-small|Alegeus", "prompt": "c150-l1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Alegeus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Complex to configure; best for large TPAs or self-insured clients"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|alibaba-small|Rippling", "prompt": "c150-l2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** is currently the industry leader for new implementations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|alibaba-small|Workday HCM", "prompt": "c150-l2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"All-in-One\" Suite: Workday HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|alibaba-small|Oracle", "prompt": "c150-l2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "often competing directly with Workday and Oracle"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|alibaba-small|Alight Solutions", "prompt": "c150-l2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your benefits are administratively messy, look into **Alight**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|alibaba-small|SAP", "prompt": "c150-l2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you currently utilize a major enterprise ERPs like SAP or Oracle, stick with their native benefits modules."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|anthropic-small|ADP Workforce Now", "prompt": "c150-l2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. ADP Workforce Now (Best Overall)** ... is likely the safest choice if you want an integrated HCM ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|anthropic-small|bswift", "prompt": "c150-l2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. bswift (Best for Complex Programs)**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|anthropic-small|Benefitfocus", "prompt": "c150-l2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Benefitfocus (Best for Employee Engagement)**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|anthropic-small|Alight Solutions", "prompt": "c150-l2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Alight Solutions (Alternative for Enterprise)**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|challenger-small|bswift", "prompt": "c150-l2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation would be **bswift** if your priority is enterprise-scale benefits enrollment"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|challenger-small|Workday", "prompt": "c150-l2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday** is also a strong fit for large employers"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|challenger-small|ADP Workforce Now", "prompt": "c150-l2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ADP Workforce Now** is another enterprise option"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|challenger-small|Benefitfocus", "prompt": "c150-l2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong for **large employers with complex rules and integrations**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|deepseek-small|bswift", "prompt": "c150-l2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consistently rated the best fit for enterprise-scale organizations (1,000+ employees) with complex plan design"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|deepseek-small|Benefitfocus", "prompt": "c150-l2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for large employers needing auditable, carrier-ready enrollment workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|deepseek-small|Businessolver", "prompt": "c150-l2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Businessolver", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "run a parallel evaluation of **bswift** and **Businessolver** (both purpose-built for large, complex employers)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|deepseek-small|Workday HCM", "prompt": "c150-l2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The enterprise benchmark. Ideal if you want benefits enrollment governed inside the same system as payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|deepseek-small|ADP Workforce Now", "prompt": "c150-l2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Payroll-first platform with the deepest compliance/regulatory depth and global reach"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|deepseek-small|Alight Solutions", "prompt": "c150-l2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Large-scale provider with deep benefits administration plus member concierge/support services"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|deepseek-small|Rippling", "prompt": "c150-l2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "less proven for deep enterprise compliance at thousands of employees, so I'd weigh it carefully for your size"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|google-small|bswift", "prompt": "c150-l2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Extremely complex plan structures and large-scale enterprises (1,000+ to 100,000+ employees)."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|google-small|Benefitfocus", "prompt": "c150-l2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "look at **bswift** or **Benefitfocus**. They are built to handle structural complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|google-small|Businessolver (Benefitsolver)", "prompt": "c150-l2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Businessolver (Benefitsolver)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Driving high employee engagement and reducing internal HR support tickets."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|google-small|Workday HCM (Benefits Module)", "prompt": "c150-l2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday HCM (Benefits Module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company already uses Workday for core HR, using their Benefits module is usually the most logical path."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|google-small|Dayforce (formerly Ceridian)", "prompt": "c150-l2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Dayforce (formerly Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Companies with a large, hourly, or highly dynamic workforce."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|google-small|ADP Enterprise HR / ADP Vantage", "prompt": "c150-l2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Enterprise HR / ADP Vantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ADP is a market leader for large-scale operations."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|google-small|Rippling", "prompt": "c150-l2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "However, if your B2B company has highly legacy, hyper-complex, or customized broker-negotiated plans, you may still require the heavier customization capabilities of bswift or Benefitfocus."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|meta-small|Workday", "prompt": "c150-l2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday - Best for large employers who need benefits enrollment governed inside one HCM system alongside payroll and worker data."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|meta-small|bswift", "prompt": "c150-l2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "bswift - Best for enterprise companies with complex eligibility rules, union classes, multiple divisions, and heavy carrier-feed requirements."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|meta-small|BenefitFocus", "prompt": "c150-l2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "BenefitFocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BenefitFocus - Best for large employers needing governed benefit enrollment with complex rules and integrations."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|minimax-small|bswift", "prompt": "c150-l2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**bswift** (Best for Enterprise Scale)... Start with **bswift** or **Beneffocus** for pure benefits enrollment excellence"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|minimax-small|Beneffocus", "prompt": "c150-l2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Beneffocus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **bswift** or **Beneffocus** for pure benefits enrollment excellence"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|minimax-small|Workday HCM", "prompt": "c150-l2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Workday** if you prefer a unified HCM approach"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|minimax-small|ADP Workforce Now", "prompt": "c150-l2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly rated enterprise benefits administration platform"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|mistral-small|Workday", "prompt": "c150-l2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** – Best for large employers who want benefits enrollment integrated within a single HCM system"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|mistral-small|bswift", "prompt": "c150-l2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for enterprise organizations with complex eligibility rules... though implementation can be complex and costly"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|mistral-small|BenefitFocus", "prompt": "c150-l2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "BenefitFocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for large employers needing governed benefit enrollment with complex rules and integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|mistral-small|Dayforce", "prompt": "c150-l2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another strong option for large organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|moonshot-small|bswift", "prompt": "c150-l2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **bswift** — Best for Complex Enterprise Environments"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|moonshot-small|Workday HCM", "prompt": "c150-l2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Workday HCM** — Best for Unified HR Ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|moonshot-small|ADP Workforce Now", "prompt": "c150-l2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **ADP Workforce Now** — Best for Payroll-Connected Benefits at Scale"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|moonshot-small|Dayforce (Ceridian)", "prompt": "c150-l2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Dayforce (Ceridian)** — Best for Enterprise-Grade Administration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|moonshot-small|Benefitfocus", "prompt": "c150-l2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. **Benefitfocus** — Best for Carrier Connectivity & Employee Engagement"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|openai-small|Benefitfocus", "prompt": "c150-l2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company is **benefits-complex** and you want the most **dedicated enrollment/benefits admin** solution, start with **Benefitfocus**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|openai-small|ADP Benefits Administration", "prompt": "c150-l2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Benefits Administration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong choice if you already use ADP for payroll/HR and want tighter integration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|openai-small|Dayforce Benefits", "prompt": "c150-l2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Dayforce Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good option if you want benefits tied into a broader enterprise HCM suite"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|xai-small|Workday HCM (Benefits Module)", "prompt": "c150-l2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday HCM (Benefits Module)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Designed for large enterprises (1,000+ employees)... Gartner named it a Leader in the 2024 Magic Quadrant for Cloud HCM Suites"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|xai-small|ADP Workforce Now", "prompt": "c150-l2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excels in payroll-heavy enterprises with deep benefits administration, compliance, and global support."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|xai-small|UKG Pro", "prompt": "c150-l2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-focused HCM for mid-to-large companies, with advanced benefits enrollment"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|xai-small|Benefitfocus", "prompt": "c150-l2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for large employers needing auditable workflows, carrier reconciliation, and rules engines"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|xai-small|bswift", "prompt": "c150-l2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise configurability, AI support (\"Ask Emma\"), 550+ integrations."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|xai-small|Rippling", "prompt": "c150-l2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tops G2's Enterprise Grid for benefits software (Spring 2026) alongside Rippling."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|zai-small|bswift", "prompt": "c150-l2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best recommendation for a large B2B company with thousands of employees is **bswift**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|zai-small|Alight Solutions", "prompt": "c150-l2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Alternative 1: Alight Solutions"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|zai-small|Workday", "prompt": "c150-l2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### Alternative 2: Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l2|zai-small|Employee Navigator", "prompt": "c150-l2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### Alternative 3: Employee Navigator"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|alibaba-small|Workday HCM", "prompt": "c150-l3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose a Unified Suite (Workday/ADP) if your primary goal is to eliminate third-party integrations and your benefits structure is relatively standard"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|alibaba-small|ADP Workforce Now", "prompt": "c150-l3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The market leader with the highest penetration rate... Cons: The benefits module can become a bottleneck during complex annual enrollments"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|alibaba-small|Benefitfocus", "prompt": "c150-l3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The current leader in user satisfaction and employee engagement... \"layering\" a dedicated vendor like Benefitfocus on top to bridge the gap."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|alibaba-small|PlanSource", "prompt": "c150-l3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A veteran platform often preferred by finance-heavy departments... needing rigorous, automated billing reconciliation"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|alibaba-small|bswift", "prompt": "c150-l3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Differentiated by its \"Carrier Network.\" Best For: Organizations that value a platform acting as a hub for 40+ insurance carriers"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|alibaba-small|Bentek", "prompt": "c150-l3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Bentek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bentek specializes in the auditability and regulatory tracking required for these high-risk, high-complexity environments."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|alibaba-small|Businessolver", "prompt": "c150-l3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Businessolver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Businessolver focuses on engagement/wellness."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|anthropic-small|ADP Workforce Now", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ADP Workforce Now stands out as an enterprise-grade HCM platform built for organizations managing complex, multi-state benefits programs at scale."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|anthropic-small|Rippling", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ADP Workforce Now, Rippling, and Workday HCM are the best benefits administration software for enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|anthropic-small|Workday HCM", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "are the best benefits administration software for enterprises, based on G2's Enterprise Grid Report for Spring 2026"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|anthropic-small|Alight Solutions", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alight Solutions and bswift are built for large, multi-plan benefit structures and enterprise-scale, multi-plan complexity."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|anthropic-small|bswift", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alight Solutions and bswift are built for large, multi-plan benefit structures"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|anthropic-small|Paycor", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For SMB and mid-market teams... ADP, Paycor, and Paylocity are practical all-in-one picks."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|anthropic-small|Paylocity", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ADP, Paycor, and Paylocity are practical all-in-one picks"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|anthropic-small|PlanSource", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For a dedicated benefits administration platform with deep carrier connectivity, PlanSource and Benefitfocus lead."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|anthropic-small|Benefitfocus", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Benefitfocus stands out for employee experience and engagement, with strong plan navigation and self-service."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|anthropic-small|Ease", "prompt": "c150-l3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Ease is purpose-built for companies working closely with benefits brokers"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|challenger-small|ADP Workforce Now", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise employers wanting HR, payroll, and benefits in one system | Broad HCM coverage, payroll integration, and strong compliance support"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|challenger-small|Workday HCM / Workday Benefits", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday HCM / Workday Benefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Large global enterprises | Unified HCM with eligibility and workflow logic tied to employee records"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|challenger-small|SAP SuccessFactors Employee Central", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "SAP SuccessFactors Employee Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Global enterprises with strict master-data governance | Rules-driven enrollment and enterprise reporting"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|challenger-small|Oracle Fusion Cloud HCM", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Oracle-standardized enterprises | Workforce-data-driven event processing within Oracle HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|challenger-small|UKG Pro", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise HCM with benefits capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|challenger-small|Rippling", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Single platform that reduces manual data entry and sync issues"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|challenger-small|Benefitfocus", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong plan navigation, self-service, and engagement across many plan types"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|challenger-small|bswift", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Highly configurable enterprise admin with a strong integration ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|challenger-small|PlanSource", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enrollment automation and carrier API connectivity"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|challenger-small|Alight Solutions", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Alight Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Scale and managed-service orientation for complex benefit structures"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|challenger-small|Employee Navigator", "prompt": "c150-l3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Broker-friendly workflows and many partner integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|deepseek-small|Workday Benefits", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday Benefits", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Unify everything:** Workday (large enterprise, single data model)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|deepseek-small|ADP (Workforce Now / TotalSource)", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP (Workforce Now / TotalSource)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Most comprehensive compliance/payroll heritage:** ADP"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|deepseek-small|UKG Pro", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Historically, benefits admin was weaker/added-on compared to dedicated tools; premium-priced"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|deepseek-small|Rippling", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling (global + IT)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|deepseek-small|PlanSource", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Dedicated benefits focus:** PlanSource (enrollment automation + carrier connectivity) or bswift"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|deepseek-small|bswift", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "best enterprise dedicated option per several analyses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|deepseek-small|Businessolver", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Businessolver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Large, complex US employer groups"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|deepseek-small|Benefitfocus", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Employee engagement:** Benefitfocus"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|deepseek-small|Employee Navigator", "prompt": "c150-l3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Broker-driven:** Employee Navigator"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|google-small|Workday", "prompt": "c150-l3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "all-in-one human capital management (HCM) suites (like Workday, ADP, or UKG) offer native benefits modules"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|google-small|ADP", "prompt": "c150-l3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "all-in-one human capital management (HCM) suites (like Workday, ADP, or UKG) offer native benefits modules"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|google-small|UKG", "prompt": "c150-l3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "all-in-one human capital management (HCM) suites (like Workday, ADP, or UKG) offer native benefits modules"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|google-small|Businessolver (Benefitsolver)", "prompt": "c150-l3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Businessolver (Benefitsolver)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Businessolver** (with Sofia) leads the pack in making benefits navigation feel intuitive and modern."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|google-small|bswift", "prompt": "c150-l3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**bswift** remains the standard-bearer for building custom, \"Unlimited\" rules-based enrollment logic."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|google-small|Benefitfocus", "prompt": "c150-l3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Benefitfocus** (via Voya) provides the strongest analytical claims-modeling features"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|google-small|Alight Solutions (Alight Worklife)", "prompt": "c150-l3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Alight Solutions (Alight Worklife)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "want to completely outsource administration:** Look closely at **Alight Solutions** or **Empyrean**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|google-small|Empyrean Benefit Solutions", "prompt": "c150-l3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Empyrean Benefit Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look closely at **Alight Solutions** or **Empyrean**. Their service desks function as an extension of your company"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|google-small|PlanSource", "prompt": "c150-l3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "While PlanSource is popular in the mid-market, it increasingly services the enterprise space via its cutting-edge integration technology."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|meta-small|ADP Workforce Now", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The top enterprise-grade benefits administration platforms include ADP Workforce Now, Rippling, and Workday HCM."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|meta-small|Rippling", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "include ADP Workforce Now, Rippling, and Workday HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|meta-small|Workday HCM", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "include ADP Workforce Now, Rippling, and Workday HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|meta-small|Benefitfocus", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Benefitfocus: Best overall for enterprise benefits administration."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|meta-small|Zenefits", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zenefits: Best for small to mid-sized businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|meta-small|ADP Benefits", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ADP Benefits: Best for payroll-first benefits administration."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|meta-small|BerniePortal", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BerniePortal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "BerniePortal: Best for value and growing businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|meta-small|BambooHR", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "BambooHR: Best for employee experience."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|meta-small|Justworks", "prompt": "c150-l3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Justworks: Best for startups and PEO."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|minimax-small|ADP Workforce Now", "prompt": "c150-l3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP Workforce Now** | #1 market share (~10.3%) | All-in-one HCM with deep compliance support"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|minimax-small|Benefitfocus", "prompt": "c150-l3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Large employers with highly complex benefits architectures, multiple carriers, or those working with brokers."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|minimax-small|Workday HCM", "prompt": "c150-l3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Existing Workday customers or enterprises prioritizing unified data architecture"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|minimax-small|Rippling", "prompt": "c150-l3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fast-growing disruptor | Unified IT/HR/payroll + automation"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|minimax-small|Businessolver", "prompt": "c150-l3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Businessolver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Organizations valuing high-touch service, configurability, and dedicated support."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|mistral-small|SAP SuccessFactors", "prompt": "c150-l3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "excels in global, rules-driven environments with deep SAP integration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|mistral-small|Workday", "prompt": "c150-l3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for enterprises wanting a modern, unified HR and benefits platform with strong analytics and global support"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|mistral-small|ADP Workforce Now", "prompt": "c150-l3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal for U.S.-focused organizations needing robust compliance and carrier integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|mistral-small|Rippling", "prompt": "c150-l3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "stands out for its all-in-one approach, AI capabilities, and seamless integration across HR, payroll, and IT"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|moonshot-small|Workday Benefits", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday Benefits", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Large enterprises wanting unified HR/finance/benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|moonshot-small|UKG Benefits Administration (UKG Pro)", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG Benefits Administration (UKG Pro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need unified HR/payroll/benefits? → Workday, UKG, or ADP"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|moonshot-small|ADP Benefits Administration (Lyric/Workforce Now)", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Benefits Administration (Lyric/Workforce Now)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Key differentiator:** Deepest compliance support and global payroll capabilities (100+ countries)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|moonshot-small|PlanSource", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want best-in-class benefits-only platform? → PlanSource, Benefitfocus, or bswift"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|moonshot-small|bswift", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Enterprise enrollment and EDI connectivity"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|moonshot-small|Businessolver", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Businessolver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Complex benefits with high-touch support services"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|moonshot-small|Benefitfocus", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Rated:** 8.8/10 overall (highest among specialists)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|moonshot-small|Alight", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Alight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Large enterprises with complex benefits | Part of broader human capital services portfolio"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|moonshot-small|WEX Health/WEX Benefits", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "WEX Health/WEX Benefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HSA/FSA and consumer-directed benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|moonshot-small|Oracle Fusion Cloud HCM", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Global enterprises with existing Oracle infrastructure"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|moonshot-small|Bentek", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Bentek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Public sector & complex organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|moonshot-small|Paylocity", "prompt": "c150-l3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Compliance Depth** | ADP, Paylocity, UKG"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|openai-small|Workday Benefits", "prompt": "c150-l3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday Benefits", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best when you want a **single HR system of record** and benefits tightly connected to core HR, payroll, and workforce data."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|openai-small|Alight Worklife", "prompt": "c150-l3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Alight Worklife", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for enterprises that want **benefits administration plus a strong services layer**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|openai-small|bswift", "prompt": "c150-l3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations with **complex benefits rules, multiple carriers/integrations, and a need for a purpose-built benefits experience**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|openai-small|PlanSource", "prompt": "c150-l3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for enterprises that want a **flexible benefits platform plus services**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|openai-small|Mercer / Mercer Marsh Benefits platforms", "prompt": "c150-l3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Mercer / Mercer Marsh Benefits platforms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for organizations that want **benefits technology paired with consulting and global advisory depth**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|openai-small|UKG", "prompt": "c150-l3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Benefits may be handled through partner integrations rather than a proprietary deep-benefits engine."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|xai-small|Workday HCM", "prompt": "c150-l3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Large enterprises with complex workforce planning | Advanced analytics, global compliance, deep HCM integration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|xai-small|ADP Workforce Now", "prompt": "c150-l3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Robust payroll sync, broad carrier integrations, compliance tools. High user satisfaction for setup/ease."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|xai-small|UKG Pro", "prompt": "c150-l3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise HCM with workforce management | End-to-end processing, audit trails"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|xai-small|SAP SuccessFactors", "prompt": "c150-l3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global enterprises with SAP ecosystem | Enterprise-grade rules engine"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|xai-small|Rippling", "prompt": "c150-l3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Quick setup, high satisfaction (top G2 for usability); scales well but less mature for ultra-complex legacy enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|xai-small|bswift", "prompt": "c150-l3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "broker-licensed add-ons (e.g., bswift, PlanSource) can layer on for specialized enrollment but aren't core HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|xai-small|PlanSource", "prompt": "c150-l3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "broker-licensed add-ons (e.g., bswift, PlanSource) can layer on for specialized enrollment but aren't core HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|zai-small|ADP Workforce Now®", "prompt": "c150-l3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now®", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ADP is the market leader in legacy HR systems, and its benefits module is a \"full-service\" solution designed for stability and deep compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|zai-small|UKG (Ultimate Kronos Group)", "prompt": "c150-l3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "It is highly favored by organizations with complex shift-work or unionized environments."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|zai-small|Workday", "prompt": "c150-l3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose Workday if you are building a new HR infrastructure from scratch"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|zai-small|PlanSource", "prompt": "c150-l3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "PlanSource is often the default for mid-market to enterprise companies that utilize insurance brokers heavily."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|zai-small|Benefitfocus", "prompt": "c150-l3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Benefitfocus focuses on the \"Employee Experience.\""}, {"id": "mai-20260918-0021-calibration_b-2|c150-l3|zai-small|SAP SuccessFactors", "prompt": "c150-l3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Their benefits module is designed for global enterprises that already use SAP for finance and operations."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|alibaba-small|bswift", "prompt": "c150-l4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "bswift is the dominant market leader (used by ~85% of Fortune 500 companies)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|alibaba-small|PlanSource", "prompt": "c150-l4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PlanSource receives significantly higher marks than competitors regarding **value and cost satisfaction**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|alibaba-small|Employee Navigator", "prompt": "c150-l4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Employee Navigator is the best option for absolute cost control"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|anthropic-small|Alight Solutions", "prompt": "c150-l4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "Alight Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Alight Solutions does not publish public pricing and uses a request-information model\n, which may make cost predictability harder upfront."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|anthropic-small|bswift", "prompt": "c150-l4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Alight Solutions and bswift are built for large, multi-plan benefit structures"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|anthropic-small|ADP Workforce Now", "prompt": "c150-l4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For large-scale deployments seeking predictability, ADP Workforce Now offers the clearest per-employee pricing structure"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|anthropic-small|Workday HCM", "prompt": "c150-l4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workday HCM is an enterprise-level human capital management platform with comprehensive benefits administration capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|challenger-small|ADP Workforce Now", "prompt": "c150-l4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ADP Workforce Now** is the strongest default choice because it is positioned for large enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|challenger-small|bswift", "prompt": "c150-l4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**bswift** and **Alight** are the other leading contenders for large, complex programs"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|challenger-small|Alight", "prompt": "c150-l4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "Alight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for large-enterprise managed-services depth:** **Alight**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|deepseek-small|bswift", "prompt": "c150-l4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**bswift** stands out as the most frequently endorsed dedicated platform for large, complex employers"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|deepseek-small|PlanSource", "prompt": "c150-l4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "dedicated benefits administration platform (bswift, PlanSource, or Benefitfocus)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|deepseek-small|Benefitfocus", "prompt": "c150-l4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "dedicated benefits administration platform (bswift, PlanSource, or Benefitfocus)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|deepseek-small|Businessolver", "prompt": "c150-l4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Businessolver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Businessolver** — enterprise and large self-insured; quote-based."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|deepseek-small|Workday", "prompt": "c150-l4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "run $14–$45 PEPM plus substantial implementation ($160K–$825K+) ... predictable cost is harder to isolate"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|deepseek-small|UKG Pro", "prompt": "c150-l4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more expensive, bundled ... predictable cost is harder to isolate and scale costs can be high"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|deepseek-small|Dayforce", "prompt": "c150-l4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more expensive, bundled ... predictable cost is harder to isolate and scale costs can be high"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|deepseek-small|Employee Navigator", "prompt": "c150-l4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Consider a **broker-licensed option** (Employee Navigator, Ease) if you route through a broker"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|deepseek-small|Ease", "prompt": "c150-l4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Consider a **broker-licensed option** (Employee Navigator, Ease) if you route through a broker"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|google-small|bswift", "prompt": "c150-l4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "bswift is an enterprise titan built for highly complex structures... bswift significantly reduces or entirely waives the setup and ongoing maintenance fees for carrier EDI feeds."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|google-small|Businessolver (Benefitsolver)", "prompt": "c150-l4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Businessolver (Benefitsolver)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "they can offer highly transparent, all-inclusive multi-year contracts where implementation and service fees are strictly capped"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|google-small|Rippling (Unity/Enterprise Benefits)", "prompt": "c150-l4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling (Unity/Enterprise Benefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling natively binds HR, payroll, and benefits under a single database... The Predictability Catch: Rippling uses modular pricing."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|google-small|Empyrean", "prompt": "c150-l4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Empyrean", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "They package their technology and their administrative labor into a single, highly predictable PEPM rate."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|google-small|ADP Comprehensive Services (ASO)", "prompt": "c150-l4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP Comprehensive Services (ASO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consolidates payroll processing, tax filings, and full benefits administration into a single, predictable contract"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|meta-small|ADP Workforce Now", "prompt": "c150-l4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "likely to be one of the top-rated options such as ADP Workforce Now, Rippling, or Workday HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|meta-small|Rippling", "prompt": "c150-l4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as ADP Workforce Now, Rippling, or Workday HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|meta-small|Workday HCM", "prompt": "c150-l4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as ADP Workforce Now, Rippling, or Workday HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|mistral-small|bswift", "prompt": "c150-l4", "model": "mistral-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly recommended for large employers (1,000+ employees) ... with bswift and Dayforce being especially strong for very large, complex organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|mistral-small|PlanSource", "prompt": "c150-l4", "model": "mistral-small", "cat": "benefits-administration", "variant": "budget", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's designed for large organizations and provides predictable costs as you scale."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|mistral-small|Dayforce", "prompt": "c150-l4", "model": "mistral-small", "cat": "benefits-administration", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "with bswift and Dayforce being especially strong for very large, complex organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|mistral-small|Remote", "prompt": "c150-l4", "model": "mistral-small", "cat": "benefits-administration", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for flat-rate pricing, which makes cost comparison straightforward and predictable."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|moonshot-small|UKG Pro", "prompt": "c150-l4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick**: **UKG Pro** for companies wanting the most predictable all-in pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|moonshot-small|Workday HCM", "prompt": "c150-l4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Workday** if you're at 5,000+ employees and can leverage volume discounts most effectively"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|moonshot-small|bswift", "prompt": "c150-l4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **bswift** — Best Dedicated Benefits-Only Platform"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|moonshot-small|PlanSource", "prompt": "c150-l4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **PlanSource** — Best Value in Dedicated Benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|moonshot-small|ADP Workforce Now", "prompt": "c150-l4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Extra charges for payroll processing reduce predictability"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|moonshot-small|Benefitfocus", "prompt": "c150-l4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Less transparency; requires careful negotiation"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|openai-small|ADP Workforce Now", "prompt": "c150-l4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around for predictable enterprise TCO:** **ADP Workforce Now**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|openai-small|Forma", "prompt": "c150-l4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want a modern, benefits-first program with more flexible spending accounts and employee-specific programs:** **Forma**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|openai-small|Rippling", "prompt": "c150-l4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "highlight **ADP Workforce Now, Rippling, and Workday HCM** as top enterprise benefits administration options"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|openai-small|Workday HCM", "prompt": "c150-l4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already run HR on Workday:** **Workday HCM** may be best for operational simplicity, even if not always the cheapest"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|xai-small|ADP Workforce Now", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick for Predictability + Scale: ADP Workforce Now"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|xai-small|Workday HCM", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If Unified Suite: Workday for services firms"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|xai-small|SAP SuccessFactors", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SAP SuccessFactors | Talent/succession at scale | PEPM $75-115"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|xai-small|Oracle HCM Cloud", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget/Global: Oracle HCM (lowest PEPM)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|xai-small|Dayforce (Ceridian)", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Complex rules, full-service admin | Custom/PEPM quote-based"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|xai-small|Alight", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Alight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Alight / bswift | Complex rules, full-service admin"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|xai-small|bswift", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "bswift for multi-plan structures"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|xai-small|Rippling", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Mid-market tools (Rippling ~$4-8/PEPM benefits module...) work up to ~1k but lack enterprise depth"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|xai-small|Paylocity", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Paylocity/Paycor) work up to ~1k but lack enterprise depth"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|xai-small|Paycor", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "work up to ~1k but lack enterprise depth"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|xai-small|PlanSource", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Dedicated ben-admin (PlanSource, Benefitfocus) starts ~$0.45-2 PEPM but needs HRIS pairing for scale"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|xai-small|Benefitfocus", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "starts ~$0.45-2 PEPM but needs HRIS pairing for scale"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|xai-small|Employee Navigator", "prompt": "c150-l4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Avoid \"free\" broker tools (e.g., Employee Navigator)—they shift costs elsewhere"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|zai-small|Workday HCM", "prompt": "c150-l4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday HCM** is the most transparent and scalable option"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|zai-small|Dayforce (Ceridian)", "prompt": "c150-l4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Dayforce (Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best lower-cost alternative:** **Dayforce**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|zai-small|ADP Workforce Now", "prompt": "c150-l4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already use ADP payroll:** **ADP Workforce Now**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|zai-small|Rippling", "prompt": "c150-l4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong modular alternative ... but it requires more add-on modules to match the depth"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|zai-small|bswift", "prompt": "c150-l4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Low** – pricing is opaque and tied to deal complexity."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|zai-small|PlanSource", "prompt": "c150-l4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Low** – pricing is negotiated per client."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|zai-small|Benefitfocus", "prompt": "c150-l4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Low** – pricing is negotiated; no public benchmarks."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l4|zai-small|Employee Navigator", "prompt": "c150-l4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Yes** → **Employee Navigator** (effectively $0 direct cost"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|alibaba-small|BambooHR", "prompt": "c150-l5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "At this tier, you generally shouldn't look at SMB tools like BambooHR or Gusto."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|alibaba-small|Gusto", "prompt": "c150-l5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "At this tier, you generally shouldn't look at SMB tools like BambooHR or Gusto."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|alibaba-small|BSWIFT", "prompt": "c150-l5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "BSWIFT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BSWIFT:** AI-native, very popular for mid-market moving up. High automation but requires setup rigor."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|alibaba-small|PlanSource", "prompt": "c150-l5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PlanSource / Benefitfocus:** Highly customizable, often preferred if you have complex, legacy plan structures. Steeper learning curve."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|alibaba-small|Benefitfocus", "prompt": "c150-l5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**PlanSource / Benefitfocus:** Highly customizable, often preferred if you have complex, legacy plan structures. Steeper learning curve."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|alibaba-small|Workday Benefits", "prompt": "c150-l5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Workday Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your HRIS is Workday or ADP, stick with their native modules unless your current setup is failing. Native integration is seamless."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|alibaba-small|ADP Workforce Now", "prompt": "c150-l5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your HRIS is Workday or ADP, stick with their native modules unless your current setup is failing."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|alibaba-small|Rippling", "prompt": "c150-l5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Good all-in-one options if you want a unified HR+Ben platform, though sometimes less granular than specialized ben admins."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|alibaba-small|HiBob", "prompt": "c150-l5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Rippling / HiBob:** Good all-in-one options ... though sometimes less granular than specialized ben admins."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|meta-small|PlanSource", "prompt": "c150-l5", "model": "meta-small", "cat": "benefits-administration", "variant": "scale", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Platforms like PlanSource and Collective Health are noted for their ability to serve mid-market and enterprise organizations."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|meta-small|Collective Health", "prompt": "c150-l5", "model": "meta-small", "cat": "benefits-administration", "variant": "scale", "raw": "Collective Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Platforms like PlanSource and Collective Health are noted for their ability to serve mid-market and enterprise organizations."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|mistral-small|Benefitfocus", "prompt": "c150-l5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Enterprise-focused**: Benefitfocus, Alight, Willis Towers Watson, Aon, or UKG Benefits."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|mistral-small|Alight", "prompt": "c150-l5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Alight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enterprise-focused**: Benefitfocus, Alight, Willis Towers Watson, Aon, or UKG Benefits."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|mistral-small|Willis Towers Watson", "prompt": "c150-l5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Willis Towers Watson", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Enterprise-focused**: Benefitfocus, Alight, Willis Towers Watson, Aon, or UKG Benefits."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|mistral-small|Aon", "prompt": "c150-l5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Aon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Enterprise-focused**: Benefitfocus, Alight, Willis Towers Watson, Aon, or UKG Benefits."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|mistral-small|UKG Benefits", "prompt": "c150-l5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "UKG Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Enterprise-focused**: Benefitfocus, Alight, Willis Towers Watson, Aon, or UKG Benefits."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|mistral-small|Justworks PEO", "prompt": "c150-l5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Justworks PEO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Mid-market/agile**: Justworks PEO, Trinet, or Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|mistral-small|Trinet", "prompt": "c150-l5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Trinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Mid-market/agile**: Justworks PEO, Trinet, or Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|mistral-small|Rippling", "prompt": "c150-l5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Rippling (if you want HR/payroll bundled)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|mistral-small|Connecture", "prompt": "c150-l5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Connecture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Specialized**: For COBRA (e.g., Connecture)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|mistral-small|Remote", "prompt": "c150-l5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "global (e.g., Remote or Deel for benefits)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|mistral-small|Deel", "prompt": "c150-l5", "model": "mistral-small", "cat": "benefits-administration", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "global (e.g., Remote or Deel for benefits)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|xai-small|Rippling", "prompt": "c150-l5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top platforms often cited with these features include Rippling, PlanSource, Forma, Workday, ADP, and UKG"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|xai-small|PlanSource", "prompt": "c150-l5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top platforms often cited with these features include Rippling, PlanSource, Forma, Workday, ADP, and UKG"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|xai-small|Forma", "prompt": "c150-l5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top platforms often cited with these features include Rippling, PlanSource, Forma, Workday, ADP, and UKG"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|xai-small|Workday", "prompt": "c150-l5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "consider HCM suites like Rippling or Workday for unified benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|xai-small|ADP", "prompt": "c150-l5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top platforms often cited with these features include Rippling, PlanSource, Forma, Workday, ADP, and UKG"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l5|xai-small|UKG", "prompt": "c150-l5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top platforms often cited with these features include Rippling, PlanSource, Forma, Workday, ADP, and UKG"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|alibaba-small|Gusto", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Examples to Avoid:** **Gusto**, **BambooHR** (in its standard tier), **ZipRecruiter** modules."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|alibaba-small|BambooHR", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Examples to Avoid:** **Gusto**, **BambooHR** (in its standard tier), **ZipRecruiter** modules."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|alibaba-small|ZipRecruiter", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Examples to Avoid:** **Gusto**, **BambooHR** (in its standard tier), **ZipRecruiter** modules."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|alibaba-small|Workday", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caution regarding **Internal Resources**... the \"all-in-one\" suite becomes a bottleneck rather than a solution."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|alibaba-small|UKG", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Workday / UKG / ADP** | Caution regarding **Internal Resources**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|alibaba-small|SAP", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Organizations choosing **Standard SAP SuccessFactors** or **Oracle HCM** without a dedicated budget for heavy customization."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|alibaba-small|Oracle HCM", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Organizations choosing **Standard SAP SuccessFactors** or **Oracle HCM** without a dedicated budget for heavy customization."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|alibaba-small|Benefitfocus", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "specialized platforms like **Benefitfocus** or **Businessolver** provide natively"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|alibaba-small|Businessolver", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Businessolver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "specialized platforms like **Benefitfocus** or **Businessolver** provide natively"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|alibaba-small|Alight Solutions", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Alight Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "the safest path is usually a **dedicated specialist** (like bswift or Alight) integrated with your HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|alibaba-small|Rippling", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Caution if you have a **massive, static legacy workforce**... its rapid change cycles can be disruptive."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|alibaba-small|ADP", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Workday / UKG / ADP** | Caution regarding **Internal Resources**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|alibaba-small|BSwift", "prompt": "c150-l6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "BSwift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "the safest path is usually a **dedicated specialist** (like bswift or Alight) integrated with your HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|anthropic-small|Gusto", "prompt": "c150-l6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Gusto, BambooHR, and similar platforms are very SMB-oriented, so they are not the best option for larger companies."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|anthropic-small|BambooHR", "prompt": "c150-l6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "users consistently report outgrowing the platform, with payroll limitations becoming a constraint"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|anthropic-small|Paychex Flex", "prompt": "c150-l6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Paychex Flex is really only built for small businesses (around 20 employees or less), and may not support the needs of larger organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|anthropic-small|ADP Workforce Now", "prompt": "c150-l6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "an enterprise-grade HCM platform built for organizations managing complex, multi-state benefits programs at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|anthropic-small|Alight Solutions", "prompt": "c150-l6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "provides employee benefits, wellbeing, retirement, absence, and healthcare navigation at enterprise scale"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|challenger-small|Gusto", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "use caution if you have **200+ employees**, need a dedicated benefits platform"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|challenger-small|Paycor", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "less suitable for some 5,000+ employee cases"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|challenger-small|Paylocity", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "treat as cautionary if you need a **dedicated enterprise benefits platform**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|challenger-small|ADP Workforce Now", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can work at enterprise scale, but be cautious if you need a **pure benefits administration specialist**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|challenger-small|Rippling", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "be cautious if your organization needs **deep, complex benefits administration**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|challenger-small|Workday", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "be cautious if your benefits program needs a **purpose-built ben-admin layer**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|challenger-small|Employee Navigator", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Employee Navigator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "less appropriate once you are in the **enterprise-complexity** tier"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|challenger-small|PlanSource", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "not \"bad,\" but be cautious if you need **international benefits support**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|challenger-small|Benefitfocus", "prompt": "c150-l6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "be cautious if your organization is **under 5,000 employees** or wants published pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|deepseek-small|Zenefits", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Be Cautious About (or Avoid) ### 1. Zenefits ... **Why to avoid/caution:** - **Designed for SMBs, not enterprise.**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|deepseek-small|Benefitfocus", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why to caution:** - **Severe support complaints.**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|deepseek-small|Gusto", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms like Gusto and BambooHR excel at 50–2,000 employee ranges but lack the deep multi-carrier, multi-country... workflows enterprises need."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|deepseek-small|BambooHR", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms like Gusto and BambooHR excel at 50–2,000 employee ranges but lack the deep multi-carrier, multi-country... workflows enterprises need."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|deepseek-small|Bennie", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Bennie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "platforms like Bennie with no public evidence of 834/EDI feeds or payroll deduction depth"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|deepseek-small|Rippling", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Rippling, Forma, ADP Workforce Now, Workday HCM, and isolved People Cloud** are repeatedly cited as strong enterprise options."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|deepseek-small|Forma", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Forma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Rippling, Forma, ADP Workforce Now, Workday HCM, and isolved People Cloud** are repeatedly cited as strong enterprise options."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|deepseek-small|ADP Workforce Now", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "repeatedly cited as strong enterprise options"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|deepseek-small|Workday HCM", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "repeatedly cited as strong enterprise options"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|deepseek-small|isolved People Cloud", "prompt": "c150-l6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "isolved People Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "repeatedly cited as strong enterprise options"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|google-small|Gusto", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to Avoid:** It lacks a robust rules engine. It cannot handle complex, multi-entity structures"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|google-small|Employee Navigator", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Employee Navigator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to Avoid:** For an enterprise managing its own benefits strategy independently of a single broker, the platform is highly restrictive."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|google-small|Rippling", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "large legacy enterprises must approach it with caution"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|google-small|BambooHR", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "their benefits administration modules are lightweight... Why to Avoid:** They rely heavily on third-party middleware or manual workarounds"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|google-small|Namely", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "their benefits administration modules are lightweight... Why to Avoid:** They rely heavily on third-party middleware or manual workarounds"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|google-small|Workday HCM (Benefits Module)", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday HCM (Benefits Module)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the native benefits administration components of these mega-suites are notoriously rigid and complex"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|google-small|Oracle Cloud HCM (Benefits)", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Oracle Cloud HCM (Benefits)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "notoriously rigid and complex... requires hiring expensive external implementation consultants"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|google-small|SAP SuccessFactors", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "the native benefits administration components of these mega-suites are notoriously rigid and complex"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|google-small|Businessolver", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Businessolver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "choose to bolt on a specialized, best-of-breed Benefits Administration platform (like Businessolver, Alight, or bswift)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|google-small|Alight", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Alight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "it suffers from severe service delivery complaints... Why to Exercise Caution"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|google-small|bswift", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "frequently criticized for lagging in modern, consumer-grade technology"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|google-small|PlanSource", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "historically plagued by service inconsistency"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|google-small|Benefitfocus", "prompt": "c150-l6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "these platforms can feel very dated and require heavy customization to look modern"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|meta-small|Employee Navigator", "prompt": "c150-l6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Employee Navigator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Employee Navigator and Ease are licensed by insurance brokers and may not be suitable for large enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|meta-small|Ease", "prompt": "c150-l6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Ease", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Employee Navigator and Ease are licensed by insurance brokers and may not be suitable for large enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|meta-small|Gusto", "prompt": "c150-l6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Gusto and TriNet HR Plus are all-in-one HR platforms ... but may not be suitable for large enterprises with complex benefits structures."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|meta-small|TriNet HR Plus", "prompt": "c150-l6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet HR Plus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Gusto and TriNet HR Plus are all-in-one HR platforms ... may not be suitable for large enterprises with complex benefits structures."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|meta-small|Benefitfocus", "prompt": "c150-l6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise-level platforms that may be more suitable for large enterprises, but may require significant implementation costs and IT resources"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|meta-small|bswift", "prompt": "c150-l6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "platforms such as Alight Solutions and bswift are designed for large, multi-plan benefit structures and may be suitable for large enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|meta-small|PlanSource", "prompt": "c150-l6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may require significant implementation costs and IT resources"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|meta-small|Alight Solutions", "prompt": "c150-l6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Alight Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Alight Solutions and bswift are designed for large, multi-plan benefit structures and may be suitable for large enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|minimax-small|Namely", "prompt": "c150-l6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Namely has received significant criticism from users, particularly as companies scale"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|minimax-small|PlanSource", "prompt": "c150-l6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While PlanSource is a established player, user complaints include"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|minimax-small|Workday HCM", "prompt": "c150-l6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "consider platforms specifically designed for complexity like: Workday HCM (for organizations standardizing HR)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|minimax-small|ADP Workforce Now", "prompt": "c150-l6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ADP Workforce Now (for comprehensive HCM needs)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|minimax-small|bswift", "prompt": "c150-l6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "bswift (for enterprise enrollment and EDI)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|minimax-small|UKG Pro", "prompt": "c150-l6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "UKG Pro (for enterprise HCM with benefits)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|minimax-small|Benefitfocus", "prompt": "c150-l6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Benefitfocus (for carrier-grade benefits administration)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|mistral-small|BambooHR", "prompt": "c150-l6", "model": "mistral-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some platforms, such as BambooHR, Gusto, and Rippling, are highly rated but are best suited for small to mid-sized businesses or low-complexity teams."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|mistral-small|Gusto", "prompt": "c150-l6", "model": "mistral-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "best suited for small to mid-sized businesses or low-complexity teams. They may lack the depth of regulatory compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|mistral-small|Rippling", "prompt": "c150-l6", "model": "mistral-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "such as BambooHR, Gusto, and Rippling ... may lack the depth of regulatory compliance, eligibility rule flexibility"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|mistral-small|Workday HCM", "prompt": "c150-l6", "model": "mistral-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "like certain Workday HCM configurations, can be extremely expensive (up to $825K/year including implementation) and may not offer the best value"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|moonshot-small|Benefitfocus", "prompt": "c150-l6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the support and reliability issues make it risky for large enterprises where downtime and errors have significant consequences"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|moonshot-small|PlanSource", "prompt": "c150-l6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the implementation and ongoing technical issues suggest enterprises need robust internal resources to manage the platform"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|moonshot-small|Namely", "prompt": "c150-l6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Listed among platforms with significant user complaints regarding benefits administration functionality"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|moonshot-small|bswift", "prompt": "c150-l6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "AI-native, strong for dedicated enterprise benefits administration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|moonshot-small|Workday HCM", "prompt": "c150-l6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for bundled enterprise solutions (though expensive: ~$290K–$515K/year + implementation)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|moonshot-small|ADP Workforce Now", "prompt": "c150-l6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High user satisfaction for operational reliability"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|moonshot-small|Rippling", "prompt": "c150-l6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong user ratings for ease of use and integration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|openai-small|ADP", "prompt": "c150-l6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**ADP products (especially if you need highly responsive support and transparent pricing)** — reviewers frequently mention **long hold times...**, plus **opaque pricing/add-on fees**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|openai-small|PlanSource", "prompt": "c150-l6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise reviewers have reported **implementations running months late**, **EDI setup problems**... that's a serious caution flag"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|openai-small|TriNet", "prompt": "c150-l6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "review insights point to **slow support**, **hard-to-navigate UI**... I'd be cautious"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|openai-small|BerniePortal", "prompt": "c150-l6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "BerniePortal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "users have complained about **outdated technology**, **subpar customer service**... red flag for large-scale operations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|xai-small|Benefitfocus", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Approach with High Caution or Avoid:\n1. **Benefitfocus**... struggles at true enterprise scale"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|xai-small|Gusto", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Designed for SMBs (under 200 employees); explicitly cautioned against for larger groups"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|xai-small|Zenefits", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "brittle scalability—manual workarounds emerge at 500+ employees... Not built for enterprise complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|xai-small|TriNet", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Small-Business-Focused or Broker-Licensed Platforms (e.g., Zenefits/ TriNet in pure benefits mode... Not built for enterprise complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|xai-small|Employee Navigator", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Employee Navigator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Employee Navigator)... weak multi-carrier support and eligibility logic... Not built for enterprise complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|xai-small|ADP Workforce Now", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prioritize enterprise-proven options like... **ADP Workforce Now** (vast carrier network)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|xai-small|Paychex Flex", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Even well-rated tools (e.g., ADP Workforce Now at ~8.2/10 on G2 enterprise, Paychex Flex at 4.2/5) can falter if mismatched"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|xai-small|Workday", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Legacy HCM bundles like Workday or UKG Pro may have long implementations and configuration dependencies."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|xai-small|UKG Pro", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Legacy HCM bundles like Workday or UKG Pro may have long implementations and configuration dependencies."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|xai-small|bswift", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Prioritize enterprise-proven options like **bswift** (AI-native, strong for dedicated benefits)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|xai-small|Rippling", "prompt": "c150-l6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Rippling** (9.6/10 G2 enterprise satisfaction, seamless payroll)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|zai-small|Gusto", "prompt": "c150-l6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "If you're evaluating Gusto, BambooHR, or similar SMB-focused HRIS platforms, ensure they can truly scale to your employee base and complexity before committing."}, {"id": "mai-20260918-0021-calibration_b-2|c150-l6|zai-small|BambooHR", "prompt": "c150-l6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "If you're evaluating Gusto, BambooHR, or similar SMB-focused HRIS platforms, ensure they can truly scale to your employee base and complexity before committing."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|alibaba-small|Rippling", "prompt": "c150-m1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** is currently the market leader for mid-market agility"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|alibaba-small|Namely", "prompt": "c150-m1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Namely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Namely is built specifically for the mid-market"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|alibaba-small|Paycor", "prompt": "c150-m1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For:** Businesses where Payroll is the absolute priority."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|alibaba-small|PlanSource", "prompt": "c150-m1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PlanSource** is often the safer bet"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|alibaba-small|Employee Navigator", "prompt": "c150-m1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For:** Companies using a Broker."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|anthropic-small|Paycor", "prompt": "c150-m1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Paycor and Paylocity are recommended for SMB and mid-market practicality"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|anthropic-small|Paylocity", "prompt": "c150-m1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paylocity's mobile-first design and social collaboration features make it compelling for mid-sized businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|anthropic-small|Namely", "prompt": "c150-m1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Namely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Namely is an integrated HR platform designed for mid-sized businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|anthropic-small|PlanSource", "prompt": "c150-m1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "PlanSource is best for a dedicated benefits administration platform, built around enrollment automation and carrier connectivity"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|anthropic-small|Employee Navigator", "prompt": "c150-m1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Employee Navigator is best for broker-supported teams, with broker-friendly workflows and 600+ partner integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|challenger-small|Rippling", "prompt": "c150-m1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest *default* choice is usually **Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|challenger-small|Paycor", "prompt": "c150-m1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Paycor** and **Paylocity** are the most commonly recommended practical options"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|challenger-small|Paylocity", "prompt": "c150-m1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "similar mid-market all-in-one fit, often favored for HR workflow usability"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|challenger-small|PlanSource", "prompt": "c150-m1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PlanSource** is a strong contender for mid-market companies that need enrollment, billing reconciliation, carrier-feed depth"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|challenger-small|bswift", "prompt": "c150-m1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for deeper benefits-specific workflows and carrier integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|challenger-small|Benefitfocus", "prompt": "c150-m1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "also appear as mid-market-to-enterprise options"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|deepseek-small|Employee Navigator", "prompt": "c150-m1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Broker-managed benefits (very common in mid-market) → Employee Navigator"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|deepseek-small|Ease", "prompt": "c150-m1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you buy through a broker → Employee Navigator (or Ease)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|deepseek-small|PlanSource", "prompt": "c150-m1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Direct-control dedicated benefits with complex carrier feeds → PlanSource"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|deepseek-small|Rippling", "prompt": "c150-m1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fast-growing company wanting to consolidate HR/IT/payroll/benefits → Rippling for the best integration breadth and scalability."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|deepseek-small|ADP", "prompt": "c150-m1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ADP Workforce Now, Paycor, and Paylocity all bundle benefits within familiar HR/payroll workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|deepseek-small|Paycor", "prompt": "c150-m1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "all bundle benefits within familiar HR/payroll workflows, which is ideal if you want one system"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|deepseek-small|Paylocity", "prompt": "c150-m1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "all bundle benefits within familiar HR/payroll workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|deepseek-small|Gusto", "prompt": "c150-m1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Gusto is great if you're on the smaller end of mid-market (SMB-focused, simple)."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|deepseek-small|Benefitfocus", "prompt": "c150-m1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other dedicated leaders worth evaluating → Benefitfocus and bswift"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|deepseek-small|bswift", "prompt": "c150-m1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other dedicated leaders worth evaluating → Benefitfocus and bswift"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|google-small|Gusto", "prompt": "c150-m1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "companies have outgrown basic small-business tools (like Gusto or basic BambooHR)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|google-small|BambooHR", "prompt": "c150-m1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "companies have outgrown basic small-business tools (like Gusto or basic BambooHR)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|google-small|Workday", "prompt": "c150-m1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "do not yet need\\u2014or want to pay for\\u2014massive enterprise suites (like Workday)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|google-small|Rippling", "prompt": "c150-m1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Rippling is the market leader for the mid-market"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|google-small|Employee Navigator", "prompt": "c150-m1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If this sounds like your company, Employee Navigator is the gold standard."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|google-small|PlanSource", "prompt": "c150-m1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "you want an HRIS-agnostic, dedicated benefits administration platform, PlanSource is the best fit"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|google-small|ADP Workforce Now", "prompt": "c150-m1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ADP Workforce Now is the most dependable operational choice"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|google-small|bswift", "prompt": "c150-m1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "You will need a platform like **PlanSource** or **bswift** that can handle separate plan eligibility"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|google-small|Paylocity", "prompt": "c150-m1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If you already use a mid-market payroll system like Paylocity or Paycor, check their native benefits module first."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|google-small|Paycor", "prompt": "c150-m1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "If you already use a mid-market payroll system like Paylocity or Paycor, check their native benefits module first."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|meta-small|Employee Navigator", "prompt": "c150-m1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Employee Navigator - a benefits administration platform built specifically around broker and carrier relationships, making it a common choice for small and mid-market employers"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|meta-small|PlanSource", "prompt": "c150-m1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a benefits administration platform aimed at mid-market employers, covering enrollment, eligibility, billing, and COBRA administration in a single system"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|meta-small|Rippling", "prompt": "c150-m1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a platform that unifies HR, IT, and payroll, and is suitable for mid-market teams"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|meta-small|Paycor", "prompt": "c150-m1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a human capital management (HCM) platform that modernizes every aspect of people management"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|minimax-small|PlanSource", "prompt": "c150-m1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PlanSource** — Frequently cited as \"Best for Mid-Market Flexibility.\""}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|minimax-small|Employee Navigator", "prompt": "c150-m1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The dominant platform in the broker channel (175,000+ employers). Best if you work with a benefits broker"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|minimax-small|Rippling", "prompt": "c150-m1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern, modular, strong IT/HR/payroll unification"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|minimax-small|ADP Workforce Now", "prompt": "c150-m1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-grade, widely used"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|minimax-small|Paycor", "prompt": "c150-m1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good mid-market option with benefits inside broader HR/payroll workflow"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|minimax-small|Paylocity", "prompt": "c150-m1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Practical all-in-one pick for SMB/mid-market"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|minimax-small|Benefitfocus", "prompt": "c150-m1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Standalone: PlanSource, Benefitfocus, bswift"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|minimax-small|bswift", "prompt": "c150-m1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Standalone: PlanSource, Benefitfocus, bswift"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|mistral-small|PlanSource", "prompt": "c150-m1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a dedicated, mid-market-focused benefits administration platform, **PlanSource** is often considered the best standalone option."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|mistral-small|Employee Navigator", "prompt": "c150-m1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you rely on brokers or want an all-in-one HR/payroll/benefits suite, **Employee Navigator** or **Paycor** may be more suitable."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|mistral-small|Paycor", "prompt": "c150-m1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paycor is highlighted for mid-market and enterprise teams that want benefits integrated within a broader HR and payroll workflow."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|moonshot-small|PlanSource", "prompt": "c150-m1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **PlanSource** – Best for Dedicated Benefits Administration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|moonshot-small|Employee Navigator", "prompt": "c150-m1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Employee Navigator** – Best for Broker-Managed Benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|moonshot-small|Rippling", "prompt": "c150-m1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Unified HR/Benefits/Payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|moonshot-small|Ease", "prompt": "c150-m1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Ease** – Best for Small-to-Mid Market Transition"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|openai-small|ADP Workforce Now", "prompt": "c150-m1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single best default pick for a mid-market B2B company, I'd choose **ADP Workforce Now**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|openai-small|Rippling", "prompt": "c150-m1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prioritize a more modern, automation-heavy experience, choose **Rippling** instead."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|openai-small|Paylocity", "prompt": "c150-m1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong contender if you want a balanced mid-market HCM platform with benefits administration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|openai-small|Employee Navigator", "prompt": "c150-m1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "excellent if your company already has payroll elsewhere and you mainly need **benefits administration**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|xai-small|Rippling", "prompt": "c150-m1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Rippling** if you're tech-forward, scaling fast, or need IT/HR integration (top for mid-market unification)."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|xai-small|Paylocity", "prompt": "c150-m1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go **Paylocity** or **ADP** for established mid-market reliability and B2B-scale compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|xai-small|ADP Workforce Now", "prompt": "c150-m1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go **Paylocity** or **ADP** for established mid-market reliability and B2B-scale compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|xai-small|Paycor", "prompt": "c150-m1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Practical HR/payroll + benefits bundles ... Cost-effective for 200-1k employees"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|xai-small|PlanSource", "prompt": "c150-m1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dedicated like PlanSource shine if benefits are complex but you have separate payroll."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|zai-small|Rippling", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best all‑in‑one HR/payroll/benefits platform - **Rippling** (mid‑market bundled)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|zai-small|PlanSource", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best dedicated benefits administration platform (standalone) - **PlanSource** (mid‑market focused)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|zai-small|Employee Navigator", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for broker‑supported teams - **Employee Navigator**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|zai-small|ADP Workforce Now Benefits", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now Benefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong all‑in‑one HR/payroll alternatives - **ADP Workforce Now Benefits**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|zai-small|Paycor", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "practical all‑in‑one pick for SMB/mid‑market"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|zai-small|Paylocity", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Benefits bundled with payroll; practical all‑in‑one pick for SMB/mid‑market."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|zai-small|Benefitfocus", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Mid‑market employers prioritizing employee experience and self‑service."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m1|zai-small|bswift", "prompt": "c150-m1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Standalone ben‑admin tools (PlanSource, Benefitfocus, bswift) offer deep benefits features"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|alibaba-small|Workday", "prompt": "c150-m2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "bridge the gap between manual spreadsheets and enterprise-heavy systems like Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|alibaba-small|Rippling", "prompt": "c150-m2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rippling** offers the best balance of employee experience and operational efficiency."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|alibaba-small|BambooHR", "prompt": "c150-m2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BambooHR is widely considered the gold standard for Mid-Market HR administration."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|alibaba-small|Paylocity", "prompt": "c150-m2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your organization is more operations/logistics-focused than tech-focused, Paylocity is a very strong choice."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|alibaba-small|Justworks", "prompt": "c150-m2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"No-HR Department\" Solution: **Justworks (or TriNet)**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|alibaba-small|TriNet", "prompt": "c150-m2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "TriNet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "These are full-service PEOs (Professional Employer Organizations)."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|alibaba-small|Zenefits", "prompt": "c150-m2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Look at **Justworks** or **Zenefits** (PEO model)."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|alibaba-small|ADP Workforce Now", "prompt": "c150-m2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Go with **Paylocity** or **ADP Workforce Now**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|anthropic-small|Paycor", "prompt": "c150-m2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Best All-in-One Option: Paycor"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|anthropic-small|Gusto", "prompt": "c150-m2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Strong Alternatives:\n\n**Gusto**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|anthropic-small|APS (Automatic Payroll Systems)", "prompt": "c150-m2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "APS (Automatic Payroll Systems)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "APS is an all-in-one HR, payroll, and benefits platform designed for mid-sized organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|anthropic-small|Zenefits", "prompt": "c150-m2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zenefits is geared toward small to medium-sized businesses with 25–250 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|anthropic-small|BambooHR", "prompt": "c150-m2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BambooHR combines benefits administration with performance management and payroll tools built for small to mid-sized companies"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|anthropic-small|bswift", "prompt": "c150-m2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "narrower on pure benefits depth than specialist solutions like bswift or Benefitfocus"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|anthropic-small|Benefitfocus", "prompt": "c150-m2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specialist solutions like bswift or Benefitfocus"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|challenger-small|Paycor", "prompt": "c150-m2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best general pick: Paycor — guide-style rankings consistently position Paycor as a practical fit for midsize teams"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|challenger-small|ADP Workforce Now", "prompt": "c150-m2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already use ADP or want broad carrier connectivity: ADP Workforce Now"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|challenger-small|Rippling", "prompt": "c150-m2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a single platform across HR + payroll + benefits: Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|challenger-small|PlanSource", "prompt": "c150-m2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best dedicated benefits administration platform: PlanSource"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|challenger-small|Employee Navigator", "prompt": "c150-m2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your company is broker-managed, Employee Navigator is often the strongest fit"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|deepseek-small|PlanSource", "prompt": "c150-m2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for mid-market B2B (100–1,000+ employees):** **PlanSource**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|deepseek-small|Employee Navigator", "prompt": "c150-m2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you work with a broker:** **Employee Navigator**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|deepseek-small|Benefitfocus", "prompt": "c150-m2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for employee experience/self-service:** **Benefitfocus**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|deepseek-small|Paylocity", "prompt": "c150-m2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you want benefits bundled with HR/payroll:** **Paylocity** or **Paycor**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|deepseek-small|Paycor", "prompt": "c150-m2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "benefits bundled with HR/payroll:** **Paylocity** or **Paycor**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|deepseek-small|Rippling", "prompt": "c150-m2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Strong flexible alternative:** **Rippling** and **Ease**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|deepseek-small|Ease", "prompt": "c150-m2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "both are popular mid-market picks with modern UIs, carrier EDI feeds, and ACA compliance built in"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|google-small|Rippling", "prompt": "c150-m2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling (Best Overall for Modern B2B Companies)... has become the gold standard for mid-market B2B companies"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|google-small|Paylocity", "prompt": "c150-m2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paylocity or Paycor (Best for Traditional Mid-Market & Shift-Based Workforces)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|google-small|Paycor", "prompt": "c150-m2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paylocity or Paycor (Best for Traditional Mid-Market & Shift-Based Workforces)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|google-small|Employee Navigator", "prompt": "c150-m2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Employee Navigator is the most widely used mid-market benefits administration platform in the United States."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|google-small|PlanSource", "prompt": "c150-m2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PlanSource (Best for Complex Benefits & Decision Support)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|meta-small|PlanSource", "prompt": "c150-m2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "PlanSource - a dedicated benefit enrollment system for the 100–1,000 employee range."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|meta-small|Employee Navigator", "prompt": "c150-m2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Employee Navigator - a broker-friendly benefits enrollment tool"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|meta-small|Benefitfocus", "prompt": "c150-m2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Benefitfocus - a benefits administration platform providing enrollment and billing solutions."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|meta-small|Workforce Benefits", "prompt": "c150-m2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workforce Benefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Workforce Benefits - benefits administration software with enrollment workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|meta-small|Gusto Benefits", "prompt": "c150-m2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto Benefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Gusto Benefits - best for mid-size teams using Gusto payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|meta-small|Justworks Benefits", "prompt": "c150-m2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Justworks Benefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Justworks Benefits - fits teams using Justworks HR and payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|minimax-small|PlanSource", "prompt": "c150-m2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **PlanSource** ⭐ Best for Mid-Market"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|minimax-small|Rippling", "prompt": "c150-m2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for HRIS-led enrollment (combines HR, payroll, and benefits)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|minimax-small|Employee Navigator", "prompt": "c150-m2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Broker-friendly platform (usually free to employers)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|minimax-small|TriNet HR Platform (formerly Zenefits)", "prompt": "c150-m2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "TriNet HR Platform (formerly Zenefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dedicated benefits administration layer"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|minimax-small|Dayforce", "prompt": "c150-m2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for unified workforce management (HR, payroll, benefits)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|mistral-small|PlanSource", "prompt": "c150-m2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PlanSource** and **Paylocity** are top choices due to their mid-market focus, strong features, and value."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|mistral-small|Paylocity", "prompt": "c150-m2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**PlanSource** and **Paylocity** are top choices due to their mid-market focus, strong features, and value."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|mistral-small|Employee Navigator", "prompt": "c150-m2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you work with brokers, **Employee Navigator** is also a strong contender."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|mistral-small|Dayforce", "prompt": "c150-m2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Dayforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a more integrated HR suite, consider **Dayforce** or **Benefitfocus**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|mistral-small|Benefitfocus", "prompt": "c150-m2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For a more integrated HR suite, consider **Dayforce** or **Benefitfocus**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|moonshot-small|PlanSource", "prompt": "c150-m2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for Decision Support & Mid-Market Focus... Implementation can take months; rated 7.9/10 overall"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|moonshot-small|Employee Navigator", "prompt": "c150-m2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Employee Navigator** if you have broker relationships (free, highly rated, purpose-built)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|moonshot-small|Rippling", "prompt": "c150-m2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "OR **Rippling** if you need a modern, integrated HR platform that will scale with you."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|moonshot-small|Ease", "prompt": "c150-m2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Smaller Mid-Market (50\\u2013200 employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|moonshot-small|Benefitfocus", "prompt": "c150-m2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Need enterprise-grade with existing HRIS | **Benefitfocus** or **bswift**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|moonshot-small|bswift", "prompt": "c150-m2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Need enterprise-grade with existing HRIS | **Benefitfocus** or **bswift**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|openai-small|ADP Workforce Now Benefits Administration", "prompt": "c150-m2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now Benefits Administration", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **ADP Workforce Now Benefits Administration**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|openai-small|Rippling", "prompt": "c150-m2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd also consider **Rippling** or **Paylocity** as strong alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|openai-small|Paylocity", "prompt": "c150-m2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if ease of use and employee self-service matter a lot"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|openai-small|Workday HCM", "prompt": "c150-m2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "better if you're closer to enterprise scale and complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|xai-small|Employee Navigator", "prompt": "c150-m2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Employee Navigator** as a top choice for benefits enrollment software"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|xai-small|PlanSource", "prompt": "c150-m2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dedicated enrollment (100-1,000 EE) | 4.0/5 ... Slightly lower ratings on support/usability vs. Employee Navigator"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|xai-small|Benefitfocus", "prompt": "c150-m2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More enterprise-leaning, potentially pricier for mid-sized"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|xai-small|Paylocity", "prompt": "c150-m2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If integrated HCM needed**: Paylocity, ADP Workforce Now, or Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|xai-small|Paycor", "prompt": "c150-m2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bundled with HR/payroll | 3.9-4.3/5"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|xai-small|Rippling", "prompt": "c150-m2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fast-growing teams unifying HR/IT ... Overkill if benefits-only needed"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|xai-small|ADP Workforce Now", "prompt": "c150-m2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If integrated HCM needed**: Paylocity, ADP Workforce Now, or Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|zai-small|Employee Navigator", "prompt": "c150-m2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you use a broker and want a broker‑driven, self‑service enrollment tool: Start with **Employee Navigator**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|zai-small|PlanSource", "prompt": "c150-m2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "PlanSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Top pick:** **PlanSource** - Why: Designed for mid‑market employers, offers enrollment automation"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|zai-small|Benefitfocus", "prompt": "c150-m2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a dedicated benefits platform with strong carrier integrations: Consider **PlanSource** or **Benefitfocus**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|zai-small|bswift", "prompt": "c150-m2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**bswift** is a strong option for configurable service models"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|zai-small|Rippling", "prompt": "c150-m2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Evaluate **Rippling** (modular growth) or **Paycor** (traditional HCM suite)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|zai-small|Paycor", "prompt": "c150-m2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Paycor’s integrated workflow is proven for mid‑market employers"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|zai-small|Paylocity", "prompt": "c150-m2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Benefits integrated into broader HR/payroll platform, good mid‑market fit | Pricing and feature depth can vary by tier"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|zai-small|BambooHR", "prompt": "c150-m2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Top pick:** **BambooHR** or **Gusto** (for under 200 employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m2|zai-small|Gusto", "prompt": "c150-m2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Less suitable for larger mid‑market companies (200+ employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|alibaba-small|Rippling", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** (Best for Unified HR/IT/Payroll Automation)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|alibaba-small|ADP Workforce Now / ADP Benefits Administration", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now / ADP Benefits Administration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best for Enterprise & Compliance)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|alibaba-small|Gusto", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you have <50 employees, **Gusto** or **Rippling** are usually best."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|alibaba-small|Workday", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Large Global Enterprises)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|alibaba-small|PlanSource", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(Best Dedicated Benefits Platform)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|alibaba-small|BambooHR", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "(Best for HR-Focused SMBs)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|alibaba-small|Paylocity", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you have 50\\u2013500, consider **Paylocity**, **BambooHR**, or **PlanSource**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|alibaba-small|UKG", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "For 500+, look at **ADP**, **Workday**, or **UKG**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|alibaba-small|Deel", "prompt": "c150-m3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Workday** or **Deel** (for remote/global teams) are stronger choices"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|anthropic-small|ADP Workforce Now", "prompt": "c150-m3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ADP Workforce Now is an enterprise-grade HCM platform built for organizations managing complex, multi-state benefits programs at scale."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|anthropic-small|ADP Vantage HCM", "prompt": "c150-m3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Vantage HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ADP Vantage HCM's analytics help track workforce trends"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|anthropic-small|Gusto", "prompt": "c150-m3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Gusto is positioned as the best all-in-one benefits administration software"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|anthropic-small|Zenefits", "prompt": "c150-m3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zenefits provides a comprehensive HR solution designed for small to medium-sized businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|anthropic-small|BambooHR", "prompt": "c150-m3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BambooHR is a top-tier HR platform with a growing benefits module"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|anthropic-small|UKG Pro Benefits Hub", "prompt": "c150-m3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG Pro Benefits Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "gives HR and team members a single place to manage plan options, eligibility, and enrollment"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|anthropic-small|Deel", "prompt": "c150-m3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deel allows managing enrollment experiences across 100+ countries from a single platform"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|challenger-small|Gusto", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Gusto** | Small businesses | Payroll and benefits in one simple system"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|challenger-small|Rippling", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Companies wanting unified HR + IT + payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|challenger-small|ADP", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Larger or compliance-heavy employers"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|challenger-small|Workday HCM", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Large enterprises | Enterprise HR standardization, analytics, and scale"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|challenger-small|Paycor", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SMB and mid-market teams"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|challenger-small|Paychex Flex", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paychex Flex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Payroll-first teams"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|challenger-small|PlanSource", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Dedicated benefits administration | Enrollment automation and carrier API connectivity"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|challenger-small|Benefitfocus", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Employee experience and engagement"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|challenger-small|Employee Navigator", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Broker-supported teams"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|challenger-small|bswift", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Complex enterprise benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|challenger-small|Alight Solutions", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Alight Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Large enterprise / outsourced administration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|challenger-small|Deel", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "International teams"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|challenger-small|BambooHR", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Benefits are part of a friendly HRIS, not a deep enterprise benefits engine"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|challenger-small|Paylocity", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Mid-market HR teams"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|challenger-small|Benepass", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "focus more on employee decision support, lifestyle spending accounts"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|challenger-small|Forma", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Forma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Specialized or modern-benefits platforms like **Benepass, Forma, Nayya, and Castlight**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|challenger-small|Nayya", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Nayya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Specialized or modern-benefits platforms like **Benepass, Forma, Nayya, and Castlight**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|challenger-small|Castlight", "prompt": "c150-m3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Castlight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Specialized or modern-benefits platforms like **Benepass, Forma, Nayya, and Castlight**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|deepseek-small|Rippling", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for mid-market companies consolidating HR, IT, payroll, and benefits into one system"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|deepseek-small|Gusto", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for small businesses (1–50 employees) that want payroll and benefits together"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|deepseek-small|BambooHR", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for growing SMBs wanting simple, self-service benefits administration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|deepseek-small|ADP Workforce Now", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for compliance-heavy, regulated employers"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|deepseek-small|Employee Navigator", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Built around the broker/partner ecosystem with strong ACA reporting. Rated highly (4.6/5)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|deepseek-small|PlanSource", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-market and enterprise specialist with the deepest feature set among this group"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|deepseek-small|bswift", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Enterprise-focused specialists for complex benefits (unions, retirees, multiple plans)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|deepseek-small|Businessolver", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Businessolver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Enterprise-focused specialists for complex benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|deepseek-small|Workday", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "End-to-end benefits processing inside full enterprise HR platforms; best for regulated or very large organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|deepseek-small|UKG", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "best for regulated or very large organizations needing deep compliance and auditability"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|deepseek-small|Ease", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Strongest in small-business ease of use (4.6/5 across ~1,400 reviews) and value"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|deepseek-small|Benefitfocus", "prompt": "c150-m3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "bswift, Businessolver, Benefitfocus — Enterprise-focused specialists for complex benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|google-small|Rippling", "prompt": "c150-m3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** is the gold standard for automation"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|google-small|ADP Workforce Now", "prompt": "c150-m3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ADP Workforce Now** or a dedicated engine like **Benefitfocus** will provide the stability and control you require."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|google-small|Gusto", "prompt": "c150-m3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to manage your own plans on a budget, choose **Gusto**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|google-small|Employee Navigator", "prompt": "c150-m3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have a trusted broker who manages your benefits heavily, ask them about **Employee Navigator**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|google-small|Benefitfocus", "prompt": "c150-m3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a dedicated engine like **Benefitfocus** will provide the stability and control"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|google-small|bswift", "prompt": "c150-m3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Benefitfocus or bswift (Best for Enterprise & Complex Orgs)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|google-small|Ease", "prompt": "c150-m3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Employee Navigator acquired its largest competitor, Ease"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|google-small|Justworks", "prompt": "c150-m3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "go with a PEO like **Justworks**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|google-small|TriNet", "prompt": "c150-m3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Justworks or TriNet"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|meta-small|Gusto", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include Gusto, Rippling, ADP Workforce Now, Workday Benefits, Paycor, BambooHR, Justworks, TriNet, Namely, Benefitfocus, and UKG Pro."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|meta-small|Rippling", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include Gusto, Rippling, ADP Workforce Now..."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|meta-small|ADP Workforce Now", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include Gusto, Rippling, ADP Workforce Now, Workday Benefits..."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|meta-small|Workday Benefits", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday Benefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ADP Workforce Now, Workday Benefits, Paycor, BambooHR..."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|meta-small|Paycor", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workday Benefits, Paycor, BambooHR, Justworks..."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|meta-small|BambooHR", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Paycor, BambooHR, Justworks, TriNet..."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|meta-small|Justworks", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "BambooHR, Justworks, TriNet, Namely..."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|meta-small|TriNet", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Justworks, TriNet, Namely, Benefitfocus, and UKG Pro."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|meta-small|Namely", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "TriNet, Namely, Benefitfocus, and UKG Pro."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|meta-small|Benefitfocus", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Namely, Benefitfocus, and UKG Pro."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|meta-small|UKG Pro", "prompt": "c150-m3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Benefitfocus, and UKG Pro."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|minimax-small|ADP", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Holds the largest market share (~10.3% in 2024) - Best for: Large enterprises needing comprehensive HCM with robust benefits management"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|minimax-small|Workday Human Capital Management", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday Human Capital Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Mid-to-large organizations already using Workday ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|minimax-small|Rippling", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Companies wanting unified HR/IT/Finance in one system"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|minimax-small|BambooHR", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Small-to-mid-sized businesses seeking all-in-one HR solution"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|minimax-small|Zenefits", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Small businesses new to benefits administration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|minimax-small|Benefitfocus", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Large enterprises with complex benefits needs"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|minimax-small|iSolved People Cloud", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "iSolved People Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Growing mid-market companies"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|minimax-small|Ease", "prompt": "c150-m3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Insurance brokers and HR administrators managing multiple clients"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|mistral-small|Rippling", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Unified HR, IT, and finance automation, especially for mid-size companies."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|mistral-small|BambooHR", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Small to mid-size companies needing simplicity and fast deployment."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|mistral-small|Workday Human Capital Management", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday Human Capital Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Large enterprises needing deep analytics, compliance, and scalability."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|mistral-small|Zenefits", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong benefits administration, time and attendance, and performance management."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|mistral-small|ADP Workforce Now", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Mid-size to large organizations, especially in North America"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|mistral-small|isolved People Cloud", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "isolved People Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Mid-sized employers wanting a unified HCM platform with strong benefits administration."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|mistral-small|ease", "prompt": "c150-m3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Companies seeking a modern, employee-centric benefits experience."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|moonshot-small|Gusto", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** - Best for Small Businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|moonshot-small|Rippling", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rippling** - Best for Automation & Mid-Market"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|moonshot-small|ADP (Workforce Now/Run)", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP (Workforce Now/Run)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Compliance & Enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|moonshot-small|Workday", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workday** - Best for Large Enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|moonshot-small|Paylocity", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Paylocity** - Best for HR/Payroll Integration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|moonshot-small|UKG", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**UKG** - Best for End-to-End Processing"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|moonshot-small|PlanSource", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Specialist Platforms** (PlanSource, bswift, Businessolver)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|moonshot-small|bswift", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Specialist Platforms** (PlanSource, bswift, Businessolver)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|moonshot-small|Businessolver", "prompt": "c150-m3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Businessolver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Specialist Platforms** (PlanSource, bswift, Businessolver)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|openai-small|Workday Benefits", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday Benefits", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need one system for HR/payroll/benefits: Workday or ADP."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|openai-small|ADP Workforce Now / ADP Benefits", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now / ADP Benefits", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Need one system for HR/payroll/benefits: Workday or ADP."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|openai-small|bswift", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need complex benefits admin and strong service support: bswift or PlanSource."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|openai-small|PlanSource", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need complex benefits admin and strong service support: bswift or PlanSource."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|openai-small|Paychex", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need SMB-friendly benefits + payroll: Paychex or Zenefits."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|openai-small|TriNet Zenefits", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "TriNet Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Zenefits is typically positioned as an easy-to-use HR/benefits platform for smaller teams"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|openai-small|Benefitfocus", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Need large-scale benefits connectivity: Benefitfocus."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|openai-small|Paycom", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Suite platforms: Workday, ADP, Paychex, Paycom, Rippling, etc."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|openai-small|Rippling", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Suite platforms: Workday, ADP, Paychex, Paycom, Rippling, etc."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|openai-small|Employee Navigator", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Dedicated benefits platforms: bswift, PlanSource, Benefitfocus, Employee Navigator"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|openai-small|Gusto", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SMB: Paychex, Zenefits, Gusto, Justworks, Namely"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|openai-small|Justworks", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "SMB: Paychex, Zenefits, Gusto, Justworks, Namely"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|openai-small|Namely", "prompt": "c150-m3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "SMB: Paychex, Zenefits, Gusto, Justworks, Namely"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|xai-small|Rippling", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** (G2: 4.8/5): Best for all-in-one HR/IT/payroll unification."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|xai-small|ADP Workforce Now", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top for enterprises and compliance-heavy needs."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|xai-small|Paylocity", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for mid-market with integrated payroll/HR."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|xai-small|Gusto", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for small businesses/startups."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|xai-small|BambooHR", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great for SMBs focused on HR core."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|xai-small|Zenefits", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Some legacy integration issues post-rebrand."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|xai-small|Workday", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others: Workday (enterprise HCM)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|xai-small|Ease", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ease (eligibility focus)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|xai-small|PlanSource", "prompt": "c150-m3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "PlanSource (dedicated enrollment)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|zai-small|ADP", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "All-size businesses, especially mid-market to enterprise | • Hundreds of real-time carrier connections"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|zai-small|Paycor", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mid-market HR & payroll teams | • Integrated HR, payroll, and benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|zai-small|Paylocity Benefits Administration", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paylocity Benefits Administration", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "HR & payroll teams needing traceable enrollment workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|zai-small|UKG (Ultimate Kronos Group)", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise groups needing end-to-end processing"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|zai-small|Rippling", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SMBs wanting unified HR, IT, and benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|zai-small|BambooHR", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Small to mid-size companies wanting a holistic HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|zai-small|Gusto", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Small businesses & startups | • Exceptional user experience"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|zai-small|Benefitfocus", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-market to enterprise focusing on carrier management"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|zai-small|Employee Navigator", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Companies focused on health & wellness benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|zai-small|PlanSource", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mid-market companies needing robust enrollment & compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|zai-small|bswift", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Companies seeking strong technology & compliance support"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m3|zai-small|ForUsAll", "prompt": "c150-m3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ForUsAll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "if you need 401(k) fiduciary oversight, **ForUsAll** is a strong option"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|alibaba-small|Gusto", "prompt": "c150-m4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto (Best Value & Simplicity) ... widely considered the best choice for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|alibaba-small|Zenefits", "prompt": "c150-m4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zenefits is a popular modular platform often cited for having one of the lowest starting price points, though you must be careful"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|alibaba-small|GoCo", "prompt": "c150-m4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose GoCo or Zenefits if you already have a separate payroll provider"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|alibaba-small|Rippling", "prompt": "c150-m4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling (Best if You Use IT Tools)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|alibaba-small|BambooHR", "prompt": "c150-m4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "undercuts traditional HRIS platforms like BambooHR or Namely"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|alibaba-small|Namely", "prompt": "c150-m4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "undercuts traditional HRIS platforms like BambooHR or Namely"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|anthropic-small|Gusto", "prompt": "c150-m4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** - Best Overall for Budget-Conscious Businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|anthropic-small|OnPay", "prompt": "c150-m4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OnPay** - Best for Cost-Effective Implementation"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|anthropic-small|Justworks", "prompt": "c150-m4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Justworks** - Best for All-in-One Coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|anthropic-small|Zenefits", "prompt": "c150-m4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like Gusto and Zenefits excel for businesses under 50 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|anthropic-small|ADP Workforce Now", "prompt": "c150-m4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ADP Workforce Now and TriNet better serve companies approaching 100+ employees"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|anthropic-small|TriNet", "prompt": "c150-m4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ADP Workforce Now and TriNet better serve companies approaching 100+ employees"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|challenger-small|Gusto", "prompt": "c150-m4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best practical choice is usually **Gusto** if you want payroll and benefits in one system"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|challenger-small|OnPay", "prompt": "c150-m4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **OnPay** if your top priority is the lowest direct software cost"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|challenger-small|Ease", "prompt": "c150-m4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lowest-cost broker-supported setup:** **Ease** or **Employee Navigator**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|challenger-small|Employee Navigator", "prompt": "c150-m4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ease** or **Employee Navigator** \\u2014 around **$4 per employee per month**, but typically paired with a broker"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|deepseek-small|Gusto", "prompt": "c150-m4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is the strongest budget pick — benefits admin is free on top of payroll."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|deepseek-small|Employee Navigator", "prompt": "c150-m4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want to spend the least money overall: Work with a broker using **Employee Navigator**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|deepseek-small|Ease", "prompt": "c150-m4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Broker platforms like this (also **Ease**) are $0 direct cost."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|deepseek-small|GoCo", "prompt": "c150-m4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need the lowest per-employee fee: **GoCo** at $5/employee/month."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|deepseek-small|Rippling", "prompt": "c150-m4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Comes with streamlined benefits administration and a marketplace for group rates."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|deepseek-small|BambooHR", "prompt": "c150-m4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "~$6/employee/month base with benefits as a paid add-on."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|google-small|Employee Navigator", "prompt": "c150-m4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"Software is Free\" Route: Employee Navigator... Most brokers will set up and provide Employee Navigator to you **entirely for free**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|google-small|Ease", "prompt": "c150-m4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Employee Navigator acquired Ease and is officially sunsetting the platform in July 2027"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|google-small|Gusto", "prompt": "c150-m4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"All-in-One\" Route: Gusto... they do not charge extra software fees for benefits administration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|google-small|Justworks", "prompt": "c150-m4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"Lower Premium Cost\" Route: Justworks (PEO)... Downside: High monthly administrative fee per employee"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|google-small|PeopleKeep", "prompt": "c150-m4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "PeopleKeep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"Strict Premium Budget\" Route: PeopleKeep"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|google-small|BerniePortal", "prompt": "c150-m4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "BerniePortal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Many brokers will give you access to platforms like **Employee Navigator** or **BerniePortal** for free"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|google-small|Rippling", "prompt": "c150-m4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "choose an all-in-one platform like **Gusto** or **Rippling** to ensure automatic syncing"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|meta-small|Gusto", "prompt": "c150-m4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best benefits administration platform for a company with a limited budget is Gusto."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|meta-small|Rippling", "prompt": "c150-m4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Rippling, Namely, Ease, and Employee Navigator."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|meta-small|Namely", "prompt": "c150-m4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Namely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Rippling, Namely, Ease, and Employee Navigator."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|meta-small|Ease", "prompt": "c150-m4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Rippling, Namely, Ease, and Employee Navigator."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|meta-small|Employee Navigator", "prompt": "c150-m4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Rippling, Namely, Ease, and Employee Navigator."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|minimax-small|Gusto", "prompt": "c150-m4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is consistently ranked as the best benefits administration platform for small businesses with limited budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|minimax-small|GoCo", "prompt": "c150-m4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoCo** or **TriNet** may be slightly cheaper"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|minimax-small|TriNet (Zenefits)", "prompt": "c150-m4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "TriNet (Zenefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GoCo** or **TriNet** may be slightly cheaper"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|minimax-small|Rippling", "prompt": "c150-m4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Rippling** | $8/user/mo | Unified HR + IT + benefits |"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|minimax-small|Ease", "prompt": "c150-m4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Ease** | $4/employee/mo | Brokers/HR pros (simpler setup) |"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|mistral-small|Gusto", "prompt": "c150-m4", "model": "mistral-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is widely recommended as the best benefits administration platform"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|moonshot-small|Ease", "prompt": "c150-m4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ease or Employee Navigator** — *Best for $0 direct cost*"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|moonshot-small|Employee Navigator", "prompt": "c150-m4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ease or Employee Navigator** — *Best for $0 direct cost*"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|moonshot-small|Gusto", "prompt": "c150-m4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gusto** — *Best all-in-one value*"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|moonshot-small|TriNet HR Plus (formerly Zenefits)", "prompt": "c150-m4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "TriNet HR Plus (formerly Zenefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best modular/low employee count*"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|moonshot-small|BambooHR", "prompt": "c150-m4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **BambooHR** | ~$280 | ~$280 | ~$480 |"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|moonshot-small|OnPay", "prompt": "c150-m4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Have under 10 employees and no broker | **Gusto Simple** or **OnPay**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|openai-small|Gusto", "prompt": "c150-m4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is usually the best first place to look for a benefits administration platform"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|openai-small|Justworks", "prompt": "c150-m4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider Justworks too... though it's a PEO-style solution rather than a pure benefits tool"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|xai-small|Gusto", "prompt": "c150-m4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto stands out as one of the top benefits administration platforms, especially for very small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|xai-small|Zenefits (now TriNet HR)", "prompt": "c150-m4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits (now TriNet HR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if Gusto doesn't fit: Zenefits (now TriNet HR): Starts at $8–$10/employee/month"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|xai-small|Rippling", "prompt": "c150-m4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unified HR/IT/payroll/benefits; scalable but better for 50+ employees"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|xai-small|Ease", "prompt": "c150-m4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Broker platforms like Ease or Employee Navigator: Often $0 direct cost to employers"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|xai-small|Employee Navigator", "prompt": "c150-m4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Broker platforms like Ease or Employee Navigator: Often $0 direct cost to employers"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|xai-small|Deel", "prompt": "c150-m4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you need global/remote support, try Deel (free HRIS tier)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|xai-small|BambooHR", "prompt": "c150-m4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pure HRIS? BambooHR (~$6–$12/emp, benefits add-on)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|zai-small|Gusto", "prompt": "c150-m4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: Gusto ... **Gusto** is the best starting point"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|zai-small|BambooHR", "prompt": "c150-m4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "more expensive and benefits/payroll are separate add-ons ... Typically higher total cost than Gusto"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|zai-small|Deel", "prompt": "c150-m4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deel is an excellent choice if you have a remote-first or international team, and it's free to start."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|zai-small|Zoho People", "prompt": "c150-m4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zoho People | HR and benefits management | 30-day free trial; as low as $1/month/user"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|zai-small|Remote (global HR)", "prompt": "c150-m4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Remote (global HR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Remote** (free plan) are excellent alternatives to explore first"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m4|zai-small|HealthKey", "prompt": "c150-m4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "HealthKey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HealthKey | Employee health benefits portal | Completely free to use"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|deepseek-small|Employee Navigator", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Employee Navigator** is the dominant broker-distributed ben-admin platform in the US mid-market (often free to employers via broker)."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|deepseek-small|Ease", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "common with Employee Navigator and Ease"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|deepseek-small|Rippling", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** bundles benefits with HR/IT/payroll, ~$4–8/employee/month as a module; strong UX and modern interface."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|deepseek-small|Paylocity", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Paylocity** (~$26–33 PEPM) focuses on mid-market domestic HR with strong payroll."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|deepseek-small|ADP", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ADP Workforce Now** is built for 50–999 employees and is the path of least resistance if you're already on ADP payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|deepseek-small|bswift", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a dedicated benefits layer (bswift, PlanSource, Benefitfocus, Selerix)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|deepseek-small|PlanSource", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| 500–1,000 | PlanSource, Selerix, Benefitfocus, Businessolver, ADP Workforce Now |"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|deepseek-small|Benefitfocus", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| 500–1,000 | PlanSource, Selerix, Benefitfocus, Businessolver, ADP Workforce Now |"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|deepseek-small|Selerix", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Selerix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| 500–1,000 | PlanSource, Selerix, Benefitfocus, Businessolver, ADP Workforce Now |"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|deepseek-small|GoCo", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "GoCo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| 200–500 | Employee Navigator, Ease, GoCo, Selerix, PlanSource, Rippling |"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|deepseek-small|Businessolver", "prompt": "c150-m5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Businessolver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "| 500–1,000 | PlanSource, Selerix, Benefitfocus, Businessolver, ADP Workforce Now |"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|google-small|Gusto", "prompt": "c150-m5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You have likely outgrown the basic, bundled benefits administration (BenAdmin) tools offered by entry-level payroll systems (like Gusto or BambooHR)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|google-small|BambooHR", "prompt": "c150-m5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You have likely outgrown the basic, bundled benefits administration (BenAdmin) tools offered by entry-level payroll systems (like Gusto or BambooHR)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|google-small|Workday", "prompt": "c150-m5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you don’t necessarily need the ultra-complex, highly customized enterprise platforms (like Workday or Businessolver) unless you have an exceptionally large HR team and budget"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|google-small|Businessolver", "prompt": "c150-m5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Businessolver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "you don’t necessarily need the ultra-complex, highly customized enterprise platforms (like Workday or Businessolver)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|google-small|Employee Navigator", "prompt": "c150-m5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "A platform like Employee Navigator is highly broker-dependent; others, like Rippling or PlanSource, can be contracted directly"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|google-small|PlanSource", "prompt": "c150-m5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "others, like Rippling or PlanSource, can be contracted directly"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|google-small|Rippling", "prompt": "c150-m5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "others, like Rippling or PlanSource, can be contracted directly"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|meta-small|Employee Navigator", "prompt": "c150-m5", "model": "meta-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Employee Navigator**: A popular choice for benefits administration, known for its ease of use and robust features."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|meta-small|Ease", "prompt": "c150-m5", "model": "meta-small", "cat": "benefits-administration", "variant": "scale", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ease**: Another well-regarded platform that offers a range of benefits administration features and integrations."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|minimax-small|Employee Navigator", "prompt": "c150-m5", "model": "minimax-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Do you want your broker managing the platform (common with Employee Navigator, Ease)?"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|minimax-small|Ease", "prompt": "c150-m5", "model": "minimax-small", "cat": "benefits-administration", "variant": "scale", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "common with Employee Navigator, Ease"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|minimax-small|Empyrean", "prompt": "c150-m5", "model": "minimax-small", "cat": "benefits-administration", "variant": "scale", "raw": "Empyrean", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Empyrean (purpose-built for 500+ employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|minimax-small|BerniePortal", "prompt": "c150-m5", "model": "minimax-small", "cat": "benefits-administration", "variant": "scale", "raw": "BerniePortal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top Mid-Market Platforms to Consider ... BerniePortal"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|minimax-small|Transamerica", "prompt": "c150-m5", "model": "minimax-small", "cat": "benefits-administration", "variant": "scale", "raw": "Transamerica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top Mid-Market Platforms to Consider ... Transamerica"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|moonshot-small|bswift", "prompt": "c150-m5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Standalone Ben-Admin | bswift, PlanSource, Benefitfocus, Selerix"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|moonshot-small|PlanSource", "prompt": "c150-m5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Standalone Ben-Admin | bswift, PlanSource, Benefitfocus, Selerix"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|moonshot-small|Benefitfocus", "prompt": "c150-m5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Standalone Ben-Admin | bswift, PlanSource, Benefitfocus, Selerix"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|moonshot-small|Selerix", "prompt": "c150-m5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Selerix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Standalone Ben-Admin | bswift, PlanSource, Benefitfocus, Selerix"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|moonshot-small|Employee Navigator", "prompt": "c150-m5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Broker-Managed | Employee Navigator, Ease"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|moonshot-small|Ease", "prompt": "c150-m5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Broker-Managed | Employee Navigator, Ease"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|moonshot-small|ADP Workforce Now", "prompt": "c150-m5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HRIS-Bundled | ADP Workforce Now, Rippling, Paylocity"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|moonshot-small|Rippling", "prompt": "c150-m5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HRIS-Bundled | ADP Workforce Now, Rippling, Paylocity"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|moonshot-small|Paylocity", "prompt": "c150-m5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HRIS-Bundled | ADP Workforce Now, Rippling, Paylocity"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|xai-small|Empyrean", "prompt": "c150-m5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Empyrean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Top Players for Your Size** (from recent reviews): Empyrean, Benefitfocus, bswift, PlanSource, Rippling (payroll-integrated), Justworks"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|xai-small|Benefitfocus", "prompt": "c150-m5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top Players for Your Size** (from recent reviews): Empyrean, Benefitfocus, bswift, PlanSource"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|xai-small|bswift", "prompt": "c150-m5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "bswift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Empyrean, Benefitfocus, bswift, PlanSource, Rippling (payroll-integrated), Justworks"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|xai-small|PlanSource", "prompt": "c150-m5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Empyrean, Benefitfocus, bswift, PlanSource, Rippling (payroll-integrated), Justworks"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|xai-small|Rippling", "prompt": "c150-m5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rippling (payroll-integrated), Justworks\\u2014shortlist based on your stack"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m5|xai-small|Justworks", "prompt": "c150-m5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Rippling (payroll-integrated), Justworks\\u2014shortlist based on your stack"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|alibaba-small|Benefitfocus", "prompt": "c150-m6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "One reviewer called it \"the worst support ever\" and advised steering clear"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|alibaba-small|Benefitsolver", "prompt": "c150-m6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitsolver", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Extremely low ratings (around 1.0/5.0 from verified users)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|alibaba-small|Paycom", "prompt": "c150-m6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Customer service described as \"horrendous,\" sometimes passive-aggressive"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|alibaba-small|bswift", "prompt": "c150-m6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "enterprises benefit from dedicated solutions like **bswift** or **PlanSource**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|alibaba-small|PlanSource", "prompt": "c150-m6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "enterprises benefit from dedicated solutions like **bswift** or **PlanSource**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|anthropic-small|Namely", "prompt": "c150-m6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some users have noted issues with accuracy in benefits communications between the platform and carriers, and benefits administration within the platform can be more manual"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|anthropic-small|Lumity", "prompt": "c150-m6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "Lumity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may lack some of the more advanced features found in larger benefits administration solutions"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|anthropic-small|TriNet", "prompt": "c150-m6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the platform can be difficult to navigate... users have reported TriNet's pricing to be on the higher side"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|challenger-small|Gusto", "prompt": "c150-m6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Gusto** — be cautious if you have **200+ employees**, need **union/retiree benefits**, require **advanced ACA reporting**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|challenger-small|ADP", "prompt": "c150-m6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**ADP** — be cautious if you want a **standalone benefits platform** rather than a bundled HR/payroll suite"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|challenger-small|UKG Pro", "prompt": "c150-m6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "be cautious if you have **under 500 employees** or do not need its broader workforce-management strengths"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|challenger-small|Paycor", "prompt": "c150-m6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be cautious if you need **published pricing** or transparent per-employee rates"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|challenger-small|PlanSource", "prompt": "c150-m6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "be cautious if you have **under 250 employees**, need benefits bundled with payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|challenger-small|Benefitfocus", "prompt": "c150-m6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "be cautious if you have **under 5,000 employees**, want **published pricing**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|challenger-small|bswift", "prompt": "c150-m6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "be cautious if you are a smaller employer, because enterprise products in this category often “will not fit” smaller organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|challenger-small|Workday HCM", "prompt": "c150-m6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "be cautious if your benefits needs are not complex enough to justify a large enterprise HCM stack"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|deepseek-small|Zenefits (TriNet Zenefits)", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Zenefits (TriNet Zenefits)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If a vendor is pushing Zenefits, proceed with serious caution and verify licensing/compliance history."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|deepseek-small|bswift", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Consistently poor reviews, with a **1.06/5 average** on BBB."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|deepseek-small|Businessolver", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Businessolver", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Zenefits, bswift, and Businessolver are the three I'd approach with the most caution"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|deepseek-small|Benefitfocus", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Repeat complaints about inconsistent technical support and slow case resolution."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|deepseek-small|PlanSource", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these names appear frequently in complaint writeups"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|deepseek-small|Namely", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these names appear frequently in complaint writeups"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|deepseek-small|Worksmile", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Worksmile", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "these names appear frequently in complaint writeups"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|deepseek-small|Benefitsolver", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitsolver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "A niche option with a 2.5/5 rating on Capterra—criticized for \"worthless\" support"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|deepseek-small|Gusto", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "even the \"best\" platforms (Gusto, Rippling, ADP, Paycor) generate complaints"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|deepseek-small|Rippling", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "even the \"best\" platforms (Gusto, Rippling, ADP, Paycor) generate complaints"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|deepseek-small|ADP", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "even the \"best\" platforms (Gusto, Rippling, ADP, Paycor) generate complaints"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|deepseek-small|Paycor", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "even the \"best\" platforms (Gusto, Rippling, ADP, Paycor) generate complaints"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|deepseek-small|Employee Navigator", "prompt": "c150-m6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "I'd recommend shortlisting names like **Employee Navigator** (consistently praised for support, 4.6–5/5 and 9.0/10)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|google-small|Gusto", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms to approach with caution: Gusto, Rippling, Paylocity, BambooHR, and ADP Workforce Now."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|google-small|Rippling", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "administrators frequently warn that it can be incredibly difficult for employees to get direct assistance with FSA or benefits card issues"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|google-small|Paylocity", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms to approach with caution: Gusto, Rippling, Paylocity, BambooHR, and ADP Workforce Now."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|google-small|BambooHR", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms to approach with caution: Gusto, Rippling, Paylocity, BambooHR, and ADP Workforce Now."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|google-small|ADP Workforce Now", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Regularly criticized for an antiquated, rigid administrative setup."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|google-small|Benefitfocus", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Users of platforms like Benefitfocus report being assigned new account managers every few months"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|google-small|Businessolver", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Businessolver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "administrators on platforms like Businessolver complain about rigid backend rules that are difficult to update"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|google-small|PlanSource", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Platforms to approach with caution: Benefitfocus, Businessolver, and PlanSource."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|google-small|Ease", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Ease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Platforms to approach with caution: Ease, Employee Navigator, or proprietary software built/supplied directly by insurance brokers."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|google-small|Employee Navigator", "prompt": "c150-m6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Employee Navigator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Platforms to approach with caution: Ease, Employee Navigator, or proprietary software built/supplied directly by insurance brokers."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|minimax-small|ADP Workforce Now", "prompt": "c150-m6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Support issues**: Many users report poor post-implementation support and unresponsive helpdesk"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|minimax-small|BambooHR", "prompt": "c150-m6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Limited features**: Some users report lacking advanced features for complex HR needs"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|minimax-small|Paychex Flex", "prompt": "c150-m6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Multiple reviews mention unresponsive, frustrating support experiences"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|minimax-small|Workday", "prompt": "c150-m6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Rigidity**: Some users mention the system can be inflexible for certain workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|minimax-small|Gusto", "prompt": "c150-m6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Newer players like Gusto and Rippling generally receive newer, more positive reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|minimax-small|Rippling", "prompt": "c150-m6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Newer players like Gusto and Rippling generally receive newer, more positive reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|moonshot-small|Benefitfocus", "prompt": "c150-m6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Notable Issues ... **Benefitfocus** - **Securities lawsuit**... **Customer service complaints**: BBB records show customer service issues"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|moonshot-small|Workday Benefits", "prompt": "c150-m6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday Benefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While Workday is a major player, users report specific concerns: **Configuration complexity**... **Poor ACA solution**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|openai-small|ADP Workforce Now", "prompt": "c150-m6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "one platform that stands out as a **caution flag** is **ADP Workforce Now**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|openai-small|PlanSource", "prompt": "c150-m6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Another one to be careful with is **PlanSource**, where recent Capterra reviews specifically mention **implementation delays**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|openai-small|HR Plus (formerly Zenefits)", "prompt": "c150-m6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "HR Plus (formerly Zenefits)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "I\\u2019d also look closely at **HR Plus (formerly Zenefits)** in small-business contexts"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|xai-small|Benefitfocus", "prompt": "c150-m6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be cautious with **Benefitfocus**, as it has drawn notable customer complaints"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|xai-small|PlanSource", "prompt": "c150-m6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Other platforms like **PlanSource** and **Namely** have surfaced in broader discussions of benefits administration frustrations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|xai-small|Namely", "prompt": "c150-m6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**PlanSource** and **Namely** have surfaced in broader discussions of benefits administration frustrations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|xai-small|Rippling", "prompt": "c150-m6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top-rated alternatives (generally 4.5+/5) include Rippling, Gusto, and BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|xai-small|Gusto", "prompt": "c150-m6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top-rated alternatives (generally 4.5+/5) include Rippling, Gusto, and BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|xai-small|BambooHR", "prompt": "c150-m6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top-rated alternatives (generally 4.5+/5) include Rippling, Gusto, and BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|zai-small|Benefitfocus", "prompt": "c150-m6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequent complaints about poor customer service, especially after open enrollment."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|zai-small|Alight Benefits Administration", "prompt": "c150-m6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Alight Benefits Administration", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users cite slow response times and inefficient communication channels."}, {"id": "mai-20260918-0021-calibration_b-2|c150-m6|zai-small|Gusto", "prompt": "c150-m6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "many users complain about poor customer support, limited communication options, and difficulty reaching representatives"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|alibaba-small|Gusto", "prompt": "c150-s1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is widely considered the gold standard for small businesses that want a straightforward, user-friendly experience."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|alibaba-small|Rippling", "prompt": "c150-s1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling is the leading choice... Choose Rippling if you want to automate employee lifecycle events"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|alibaba-small|Justworks", "prompt": "c150-s1", "model": "alibaba-small", "cat": "benefits-administration", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Justworks acts as a comprehensive benefits administrator for many growing firms."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|anthropic-small|BambooHR", "prompt": "c150-s1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look at platforms commonly used by small companies like:"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|anthropic-small|Guidepoint", "prompt": "c150-s1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Guidepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Look at platforms commonly used by small companies like:"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|anthropic-small|Zenefits", "prompt": "c150-s1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Look at platforms commonly used by small companies like:"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|anthropic-small|ADP Workforce Now", "prompt": "c150-s1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Look at platforms commonly used by small companies like:"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|anthropic-small|Rippling", "prompt": "c150-s1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Look at platforms commonly used by small companies like:"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|anthropic-small|Paychex Flex", "prompt": "c150-s1", "model": "anthropic-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paychex Flex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Look at platforms commonly used by small companies like:"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|challenger-small|Gusto", "prompt": "c150-s1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is the best default choice because it combines payroll, HR, and benefits administration in one system"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|challenger-small|Employee Navigator", "prompt": "c150-s1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Employee Navigator** if you work closely with a broker and want broker-supported administration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|challenger-small|ADP", "prompt": "c150-s1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ADP** if you want deeper payroll, compliance, and benefits control under one vendor"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|challenger-small|Paycor", "prompt": "c150-s1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Paycor** or **Paylocity** if you want benefits embedded in a familiar HR/payroll workflow"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|challenger-small|Paylocity", "prompt": "c150-s1", "model": "challenger-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Paycor** or **Paylocity** if you want benefits embedded in a familiar HR/payroll workflow"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|deepseek-small|Gusto", "prompt": "c150-s1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Gusto**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|deepseek-small|Rippling", "prompt": "c150-s1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best all-in-one HR + benefits platform; highly flexible"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|deepseek-small|BambooHR", "prompt": "c150-s1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for growing SMBs wanting simple, moderate benefits administration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|deepseek-small|Paychex Flex", "prompt": "c150-s1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paychex Flex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you prefer a payroll-first provider with bundled benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|deepseek-small|Paycor", "prompt": "c150-s1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good if you prefer a payroll-first provider with bundled benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|deepseek-small|TriNet Zenefits", "prompt": "c150-s1", "model": "deepseek-small", "cat": "benefits-administration", "variant": "direct", "raw": "TriNet Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Great specifically for running streamlined open enrollment."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|google-small|Justworks", "prompt": "c150-s1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Justworks: Best for Enterprise-Grade Benefits on a Small Headcount"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|google-small|Rippling", "prompt": "c150-s1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling: Best for Scaling, Tech-Forward, and Remote-First Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|google-small|Gusto", "prompt": "c150-s1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto: Best for Bootstrapped Teams Under 50"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|google-small|Employee Navigator", "prompt": "c150-s1", "model": "google-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Employee Navigator: Best if You Want to Keep Your Own Broker"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|meta-small|Gusto", "prompt": "c150-s1", "model": "meta-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best benefits administration platform for a small B2B company is Gusto."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|minimax-small|Gusto", "prompt": "c150-s1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies (under 50 employees), **Gusto Plus** offers the best balance of features, pricing, and ease of use."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|minimax-small|Justworks", "prompt": "c150-s1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Justworks** provides the most comprehensive solution."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|minimax-small|Paycor", "prompt": "c150-s1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Paycor** (Best for HR + Benefits Workflow)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|minimax-small|TriNet", "prompt": "c150-s1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "co-employment relationship (Justworks, TriNet)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|minimax-small|BambooHR", "prompt": "c150-s1", "model": "minimax-small", "cat": "benefits-administration", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or just software (Gusto, BambooHR)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|mistral-small|Gusto", "prompt": "c150-s1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is frequently cited as the best overall due to its simplicity, integrated payroll, and built-in benefits administration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|mistral-small|BambooHR", "prompt": "c150-s1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another top choice, especially for companies that want a user-friendly platform"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|mistral-small|Employee Navigator", "prompt": "c150-s1", "model": "mistral-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BambooHR and Employee Navigator are also strong alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|moonshot-small|Gusto", "prompt": "c150-s1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** — Best Overall for Small Businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|moonshot-small|Zenefits (TriNet Zenefits)", "prompt": "c150-s1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "Zenefits (TriNet Zenefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zenefits (TriNet Zenefits)** — Best for Benefits-Focused Administration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|moonshot-small|BambooHR", "prompt": "c150-s1", "model": "moonshot-small", "cat": "benefits-administration", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BambooHR** — Best for HR-Focused Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|openai-small|Gusto", "prompt": "c150-s1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is usually **Gusto**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|openai-small|Rippling", "prompt": "c150-s1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** if you want the most automation and tight integrations across HR, IT, and payroll."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|openai-small|Justworks", "prompt": "c150-s1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Justworks** if you want a more hands-off PEO-style experience"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|openai-small|BambooHR", "prompt": "c150-s1", "model": "openai-small", "cat": "benefits-administration", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BambooHR** if your priority is broader HR management and employee experience"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|xai-small|Gusto", "prompt": "c150-s1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick for Most Small B2B Companies: Gusto"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|xai-small|Rippling", "prompt": "c150-s1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives: 1. **Rippling** ... Cons: Overkill (and pricier) for tiny teams."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|xai-small|Zenefits (TriNet Zenefits)", "prompt": "c150-s1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Zenefits (TriNet Zenefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Broker-friendly for open enrollment; good for SMBs focused on insurance shopping."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|xai-small|Paylocity", "prompt": "c150-s1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Solid mid-market options with flexible benefits in HR/payroll workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|xai-small|Paycor", "prompt": "c150-s1", "model": "xai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Paylocity or Paycor - Solid mid-market options"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|zai-small|Gusto", "prompt": "c150-s1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation for Most Small B2B Companies: Gusto"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|zai-small|BambooHR", "prompt": "c150-s1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Growing SMBs wanting simple administration ... Strong HRIS with benefits add-on"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|zai-small|Rippling", "prompt": "c150-s1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teams wanting a unified HR, IT, and benefits platform"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|zai-small|ADP", "prompt": "c150-s1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "more suitable if you anticipate scaling to 100+ employees or need extensive regulatory coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|zai-small|Paycor / Paylocity", "prompt": "c150-s1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Paycor / Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMB and mid-market practicality ... Benefits bundled inside a familiar HR/payroll workflow"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|zai-small|Employee Navigator", "prompt": "c150-s1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Broker-friendly workflows, 600+ carrier integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|zai-small|Justworks", "prompt": "c150-s1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "PEO that bundles payroll, benefits, HR, and compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s1|zai-small|Ease", "prompt": "c150-s1", "model": "zai-small", "cat": "benefits-administration", "variant": "direct", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "platforms like Employee Navigator or Ease may be broker-licensed"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|alibaba-small|Gusto", "prompt": "c150-s2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-In-One Solution: **Gusto** ... Gusto is widely considered the best option for small businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|alibaba-small|Employee Navigator", "prompt": "c150-s2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Broker-Friendly Platform: **Employee Navigator** ... this is often the industry standard."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|alibaba-small|BambooHR", "prompt": "c150-s2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BambooHR offers a robust \"Benefits\" module that is highly rated for employee satisfaction."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|alibaba-small|ADP Workforce Now", "prompt": "c150-s2", "model": "alibaba-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "While often associated with mid-to-large enterprises, some small businesses choose ADP for its immense scale and security"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|anthropic-small|Guidepoint", "prompt": "c150-s2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Guidepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "popular options for small businesses include platforms like Guidepoint, Catch, Stride Health, and various AOR (Agent of Record) solutions"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|anthropic-small|Catch", "prompt": "c150-s2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Catch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "popular options for small businesses include platforms like Guidepoint, Catch, Stride Health"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|anthropic-small|Stride Health", "prompt": "c150-s2", "model": "anthropic-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Stride Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "popular options for small businesses include platforms like Guidepoint, Catch, Stride Health, and various AOR ... solutions"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|challenger-small|Gusto", "prompt": "c150-s2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Gusto** first if you want the simplest, lowest-friction setup"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|challenger-small|Rippling", "prompt": "c150-s2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** is the strongest alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|challenger-small|Employee Navigator", "prompt": "c150-s2", "model": "challenger-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Employee Navigator** is worth considering because brokers often provide it at no direct software cost"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|deepseek-small|Gusto", "prompt": "c150-s2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Gusto** ... is the strongest all-around choice"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|deepseek-small|Zenefits", "prompt": "c150-s2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a software-led HR platform with the ability to use *your own* third-party broker"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|deepseek-small|Justworks", "prompt": "c150-s2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want to offload benefits administration entirely"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|deepseek-small|Rippling", "prompt": "c150-s2", "model": "deepseek-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stronger features but more complex and pricier to configure"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|google-small|Rippling", "prompt": "c150-s2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Tech-Forward, Remote, or High-Growth B2B Businesses... Rippling is the gold standard."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|google-small|Gusto", "prompt": "c150-s2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Very Small B2B Agencies & Startups (Under 50 Employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|google-small|BambooHR", "prompt": "c150-s2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BambooHR is an excellent choice."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|google-small|Benepass", "prompt": "c150-s2", "model": "google-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benepass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Offering Flexible/Modern Perks to Attract Top B2B Talent"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|meta-small|Gusto", "prompt": "c150-s2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Gusto: A payroll and benefits platform that offers integrated enrollment and is suitable for small businesses with under 100 employees."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|meta-small|Rippling", "prompt": "c150-s2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Rippling: A workforce management software that includes benefits enrollment, payroll, HR, and device administration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|meta-small|Employee Navigator", "prompt": "c150-s2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Employee Navigator: A benefits enrollment and administration software that is suitable for small businesses and brokers."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|meta-small|UKG Pro", "prompt": "c150-s2", "model": "meta-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "UKG Pro: A benefits administration software that is suitable for mid-market businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|minimax-small|Zenefits", "prompt": "c150-s2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Zenefits", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Zenefits** - User-friendly interface - Integrates with many insurance providers - Affordable for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|minimax-small|Gusto", "prompt": "c150-s2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong benefits administration features"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|minimax-small|Justworks", "prompt": "c150-s2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PEO model (handles benefits administration)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|minimax-small|Rippling", "prompt": "c150-s2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern, intuitive interface"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|minimax-small|BambooHR", "prompt": "c150-s2", "model": "minimax-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Benefits tracking and enrollment"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|mistral-small|Gusto", "prompt": "c150-s2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Gusto** as the top choice for benefits enrollment software"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|mistral-small|Ease", "prompt": "c150-s2", "model": "mistral-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options like Ease and online benefits enrollment platforms designed for SMBs and brokers are also worth considering"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|moonshot-small|Gusto", "prompt": "c150-s2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Gusto**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|moonshot-small|Rippling", "prompt": "c150-s2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a modular, tech-forward platform"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|moonshot-small|GoCo", "prompt": "c150-s2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best budget-friendly option"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|moonshot-small|BambooHR", "prompt": "c150-s2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you prioritize simple HR administration"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|moonshot-small|ADP", "prompt": "c150-s2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you have 50+ employees or heavy compliance needs"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|moonshot-small|Paychex", "prompt": "c150-s2", "model": "moonshot-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Paychex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Paychex: Starts around $39 + $5/employee/month; notably the top 401(k) administrator in the U.S."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|openai-small|Gusto", "prompt": "c150-s2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Gusto** first"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|openai-small|Rippling", "prompt": "c150-s2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Rippling** as the strongest alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|openai-small|ADP Workforce Now", "prompt": "c150-s2", "model": "openai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose ADP Workforce Now** if you expect to grow into more complex reporting"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|xai-small|Gusto", "prompt": "c150-s2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend Gusto as the top benefits enrollment software."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|xai-small|Rippling", "prompt": "c150-s2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "More expensive modular pricing (~$8+/emp/mo, adds up); overkill for basics."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|xai-small|BambooHR", "prompt": "c150-s2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Benefits are add-on/basic; needs separate payroll integration."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|xai-small|Zenefits (TriNet)", "prompt": "c150-s2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Zenefits (TriNet)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "~$10–27/emp/mo; less payroll-native."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|xai-small|Employee Navigator", "prompt": "c150-s2", "model": "xai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Employee Navigator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Requires broker relationship; less standalone control."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|zai-small|Gusto", "prompt": "c150-s2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto — #1 in G2's Small-Business Grid® for benefits administration (2026)... ideal if you want a simple, all-in-one platform."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|zai-small|Rippling", "prompt": "c150-s2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Rippling — #1 rated benefits administration software that integrates benefits, payroll, and HR in a single platform."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|zai-small|BambooHR", "prompt": "c150-s2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BambooHR — All-in-one HRIS with built-in benefits enrollment and automated carrier connections."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|zai-small|Zenefits", "prompt": "c150-s2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner-up options - Zenefits — Frequently cited as \"best overall\" for small-business benefits administration."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s2|zai-small|Benefitfocus", "prompt": "c150-s2", "model": "zai-small", "cat": "benefits-administration", "variant": "paraphrase", "raw": "Benefitfocus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Benefitfocus — A dedicated benefits administration platform with enrollment and billing capabilities."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|alibaba-small|Gusto", "prompt": "c150-s3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have <15 employees and want simplicity:** Choose **Gusto**. It's the lowest friction start."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|alibaba-small|Rippling", "prompt": "c150-s3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you have 20–50 employees and want to scale quickly with IT needs:** Choose **Rippling**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|alibaba-small|Justworks", "prompt": "c150-s3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you have no HR staff and are worried about compliance fines:** Choose **Justworks**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|alibaba-small|Zenefits (TriNet)", "prompt": "c150-s3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits (TriNet)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Justworks** or **Zenefits** (PEO model)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|alibaba-small|BambooHR", "prompt": "c150-s3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**BambooHR** does **not** do this. It creates a report that you must manually send to your payroll provider."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|alibaba-small|GoCo", "prompt": "c150-s3", "model": "alibaba-small", "cat": "benefits-administration", "variant": "comparative", "raw": "GoCo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A newer entrant that combines HRIS, ATS (recruiting), and Benefits Administration into one mobile-first interface."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|anthropic-small|Gusto", "prompt": "c150-s3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto excels for businesses under 50 employees."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|anthropic-small|BambooHR", "prompt": "c150-s3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BambooHR combines benefits administration with performance management and payroll tools built for small to mid-sized companies."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|anthropic-small|Rippling", "prompt": "c150-s3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling is a unified HR, payroll, and IT platform that automates the full employee lifecycle"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|anthropic-small|ADP Workforce Now", "prompt": "c150-s3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the system can feel overwhelming due to its extensive features, with a steep learning curve for new users"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|anthropic-small|Zenefits", "prompt": "c150-s3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Platforms like Gusto and Zenefits excel for businesses under 50 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|anthropic-small|TriNet", "prompt": "c150-s3", "model": "anthropic-small", "cat": "benefits-administration", "variant": "comparative", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ADP Workforce Now and TriNet better serve companies approaching 100+ employees."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|challenger-small|Gusto", "prompt": "c150-s3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pick Gusto** if you want the cleanest fit for a small business that needs **payroll and benefits to stay synchronized**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|challenger-small|BambooHR", "prompt": "c150-s3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick BambooHR** if you need **employee records, approvals, and HR administration** more than deep payroll integration."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|challenger-small|Rippling", "prompt": "c150-s3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Rippling** if you want **automation across HR and IT**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|challenger-small|Homebase", "prompt": "c150-s3", "model": "challenger-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pick Homebase** if your team is mostly **hourly staff**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|deepseek-small|Gusto", "prompt": "c150-s3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, I'd recommend **Gusto** if you want simplicity and bundled everything at low cost"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|deepseek-small|Rippling", "prompt": "c150-s3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** if you're planning to grow quickly and want one platform that scales"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|deepseek-small|Justworks", "prompt": "c150-s3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Justworks** if you want to offload HR/compliance and get better benefits rates through a PEO"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|deepseek-small|BambooHR", "prompt": "c150-s3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best standalone HRIS with benefits add-on"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|deepseek-small|Zenefits", "prompt": "c150-s3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Zenefits:** ~$8/employee; good overall value, payroll included"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|deepseek-small|GoCo", "prompt": "c150-s3", "model": "deepseek-small", "cat": "benefits-administration", "variant": "comparative", "raw": "GoCo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**GoCo:** ~$5/employee; praised for simplicity and ease of setup"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|google-small|Gusto", "prompt": "c150-s3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is the most popular starting point for small businesses... Choose Gusto if your team is under 20 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|google-small|Justworks", "prompt": "c150-s3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Justworks if you have a team of 10 to 50 employees and are struggling to recruit top talent"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|google-small|Rippling", "prompt": "c150-s3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Rippling if you are a fast-growing, VC-backed, or tech-forward startup"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|google-small|Employee Navigator", "prompt": "c150-s3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Employee Navigator if you already have a fantastic local insurance broker"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|google-small|Ease", "prompt": "c150-s3", "model": "google-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Ease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Employee Navigator acquired Ease and is officially sunsetting the platform by July 1, 2027"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|meta-small|Gusto", "prompt": "c150-s3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Gusto - Best for SMBs needing payroll plus benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|meta-small|Rippling", "prompt": "c150-s3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Rippling - Best for All-in-one HR plus benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|meta-small|BambooHR", "prompt": "c150-s3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. BambooHR - Best for SMB HRIS with benefits basics"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|meta-small|Zenefits (TriNet Zenefits)", "prompt": "c150-s3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits (TriNet Zenefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Zenefits (TriNet Zenefits) - Best for SMBs running open enrollment"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|meta-small|Paycor", "prompt": "c150-s3", "model": "meta-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Paycor - Best for SMB/mid-market HR + benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|minimax-small|Gusto", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams (under 50 employees), **Gusto** and **BambooHR** are the most recommended"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|minimax-small|BambooHR", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gusto** and **BambooHR** are the most recommended for their balance of features, ease of use, and transparent pricing."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|minimax-small|Zenefits (TriNet Zenefits)", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits (TriNet Zenefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** SMBs running open enrollment"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|minimax-small|Rippling", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More comprehensive than Gusto but higher price point"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|minimax-small|ADP Workforce Now", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Compliance-heavy and regulated employers"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|minimax-small|GoCo", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "GoCo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SMBs keeping existing broker relationships (modular pricing)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|minimax-small|Paycor", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Benefits inside broader HR/payroll workflow"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|minimax-small|Paylocity", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Benefits inside broader HR/payroll workflow"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|minimax-small|Employee Navigator", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Broker-licensed, often cost employer nothing"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|minimax-small|Ease", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Employee Navigator/Ease** - Broker-licensed"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|minimax-small|BerniePortal", "prompt": "c150-s3", "model": "minimax-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BerniePortal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Broker-distributed HRIS for small-mid employers"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|mistral-small|Gusto", "prompt": "c150-s3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, Gusto or GoCo are strong starting points."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|mistral-small|Rippling", "prompt": "c150-s3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most comprehensive all-in-one solution, but may be more than needed for very small teams."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|mistral-small|BambooHR", "prompt": "c150-s3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more HR features, Rippling or BambooHR are better."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|mistral-small|Zenefits (TriNet Zenefits)", "prompt": "c150-s3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits (TriNet Zenefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For complex benefits or compliance, Zenefits is a top choice."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|mistral-small|GoCo", "prompt": "c150-s3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "GoCo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For most small teams, Gusto or GoCo are strong starting points."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|mistral-small|Benepass", "prompt": "c150-s3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Benepass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for teams focused on tax-advantaged benefits rather than full benefits suites."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|mistral-small|Paycor", "prompt": "c150-s3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More suited for slightly larger SMBs or those wanting a familiar HR/payroll interface."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|mistral-small|Paylocity", "prompt": "c150-s3", "model": "mistral-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "More suited for slightly larger SMBs or those wanting a familiar HR/payroll interface."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|moonshot-small|Gusto", "prompt": "c150-s3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Just starting out (1–25 employees):** **Gusto**—simplest setup, best value, everything works together"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|moonshot-small|Rippling", "prompt": "c150-s3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Growing fast with IT needs:** **Rippling**—scales with you, automates everything"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|moonshot-small|BambooHR", "prompt": "c150-s3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HR-focused culture:** **BambooHR**—best people management tools"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|moonshot-small|GoCo", "prompt": "c150-s3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Already have payroll/broker you like:** **GoCo**—modernizes without disruption"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|moonshot-small|Zenefits", "prompt": "c150-s3", "model": "moonshot-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Extra fees for payroll and HR advisory; less modern than competitors"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|openai-small|Gusto", "prompt": "c150-s3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for most small teams that want the simplest path"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|openai-small|Justworks", "prompt": "c150-s3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a **PEO-like** experience with compliance help"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|openai-small|Rippling", "prompt": "c150-s3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want benefits to be part of a broader workforce system"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|openai-small|ADP RUN", "prompt": "c150-s3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP RUN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it can feel more traditional and less startup-friendly than Gusto"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|openai-small|Employee Navigator", "prompt": "c150-s3", "model": "openai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you already work with a broker and want a dedicated benefits administration layer"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|xai-small|Gusto", "prompt": "c150-s3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Gusto for most small teams due to affordability/simplicity."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|xai-small|Justworks", "prompt": "c150-s3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PEO? Justworks"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|xai-small|BambooHR", "prompt": "c150-s3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HR focus? BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|xai-small|Rippling", "prompt": "c150-s3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "scalable/modular but pricier/complex for tiniest teams"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|xai-small|OnPay", "prompt": "c150-s3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good alternative if you want flexibility"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|xai-small|ADP", "prompt": "c150-s3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise like ADP/Workday (overkill/costly)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|xai-small|Workday", "prompt": "c150-s3", "model": "xai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise like ADP/Workday (overkill/costly)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|zai-small|Gusto", "prompt": "c150-s3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"All-in-One\" Standard: Gusto ... It is the \"bang for your buck\" leader for startups under 50 employees."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|zai-small|BambooHR", "prompt": "c150-s3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Mid-market teams (50–200 employees) ... BambooHR is not a payroll provider."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|zai-small|Rippling", "prompt": "c150-s3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Rippling if you are a tech company or scaling fast"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|zai-small|Justworks", "prompt": "c150-s3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is the most expensive option on this list ... but it offers the lowest \"headache\" factor"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s3|zai-small|Deel", "prompt": "c150-s3", "model": "zai-small", "cat": "benefits-administration", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your small team is distributed globally, Deel is the only platform here that can handle local compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|alibaba-small|Gusto", "prompt": "c150-s4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around (Low Cost + Compliance): **Gusto** ... widely considered the gold standard for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|alibaba-small|Thrive", "prompt": "c150-s4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Thrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Truly Free\" Admin Platforms: **Thrive** or **Knot**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|alibaba-small|Knot", "prompt": "c150-s4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Knot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best \"Truly Free\" Admin Platforms: **Thrive** or **Knot**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|alibaba-small|Thera", "prompt": "c150-s4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Thera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Thera if: Your primary goal is finding a cheaper insurance policy"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|alibaba-small|Grog", "prompt": "c150-s4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Grog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Reducing Premium Costs: **Thera** or **Grog**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|alibaba-small|Rippling", "prompt": "c150-s4", "model": "alibaba-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Can become expensive quickly if you start adding too many \"modules\""}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|anthropic-small|Gusto", "prompt": "c150-s4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is ranked #1 on G2's Small-Business Grid® Report for Benefits Administration... Gusto is recommended if you want the best-reviewed all-in-one solution"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|anthropic-small|OnPay", "prompt": "c150-s4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For the tightest budgets, **OnPay** or **Zenefits** offer the lowest per-employee costs"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|anthropic-small|Zenefits", "prompt": "c150-s4", "model": "anthropic-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zenefits offers an all-encompassing human resource administration package that is highly affordable for smaller businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|challenger-small|Gusto", "prompt": "c150-s4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Gusto**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|challenger-small|Employee Navigator", "prompt": "c150-s4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the best alternative can be a **broker-supported platform like Employee Navigator**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|challenger-small|Justworks", "prompt": "c150-s4", "model": "challenger-small", "cat": "benefits-administration", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Consider **Justworks** only if you want a PEO-style setup and are okay with a more service-heavy model."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|deepseek-small|Gusto", "prompt": "c150-s4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Budget-Friendly Pick: **Gusto**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|deepseek-small|Zenefits", "prompt": "c150-s4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other Strong Contenders | **Zenefits** | $8/employee/month"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|deepseek-small|GoCo", "prompt": "c150-s4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GoCo** | $5/employee/month (+ add-ons) | Lowest starting cost"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|deepseek-small|BambooHR", "prompt": "c150-s4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BambooHR** | Free HR + $5/employee benefits add-on"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|deepseek-small|Employee Navigator", "prompt": "c150-s4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have a broker: Use their free platform (Employee Navigator or Ease)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|deepseek-small|Ease", "prompt": "c150-s4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "platforms like **Employee Navigator** and **Ease** are often **completely free**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|deepseek-small|bswift", "prompt": "c150-s4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "bswift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Dedicated benefits-only platforms (bswift, PlanSource, Benefitfocus) run $6\\u2013$25/employee/month"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|deepseek-small|PlanSource", "prompt": "c150-s4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Dedicated benefits-only platforms (bswift, PlanSource, Benefitfocus) run $6\\u2013$25/employee/month"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|deepseek-small|Benefitfocus", "prompt": "c150-s4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Dedicated benefits-only platforms (bswift, PlanSource, Benefitfocus) run $6\\u2013$25/employee/month"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|deepseek-small|OnPay", "prompt": "c150-s4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "a payroll platform that bundles basic benefits administration (Gusto, OnPay, or Rippling)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|deepseek-small|Rippling", "prompt": "c150-s4", "model": "deepseek-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "a payroll platform that bundles basic benefits administration (Gusto, OnPay, or Rippling)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|google-small|Employee Navigator", "prompt": "c150-s4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**The Platform:** **Employee Navigator** (which acquired Ease, the former market leader for small businesses)."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|google-small|Ease", "prompt": "c150-s4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(which acquired Ease, the former market leader for small businesses)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|google-small|Gusto", "prompt": "c150-s4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Gusto (The Overall Budget Winner)\nGusto is widely considered the best overall HR and payroll platform for micro to small businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|google-small|Rippling", "prompt": "c150-s4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling (Best if You Plan to Scale Quickly)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|google-small|Justworks", "prompt": "c150-s4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you should look into a Professional Employer Organization (PEO) like **Justworks** or **Indeed One**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|google-small|Indeed One", "prompt": "c150-s4", "model": "google-small", "cat": "benefits-administration", "variant": "budget", "raw": "Indeed One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a Professional Employer Organization (PEO) like **Justworks** or **Indeed One**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|meta-small|Gusto", "prompt": "c150-s4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best benefits administration platform for a small company with a tight budget is Gusto."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|meta-small|Rippling", "prompt": "c150-s4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options to consider are Rippling, Namely, Zenefits, Ease, and BambooHR."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|meta-small|Namely", "prompt": "c150-s4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options to consider are Rippling, Namely, Zenefits, Ease, and BambooHR."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|meta-small|Zenefits", "prompt": "c150-s4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options to consider are Rippling, Namely, Zenefits, Ease, and BambooHR."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|meta-small|Ease", "prompt": "c150-s4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options to consider are Rippling, Namely, Zenefits, Ease, and BambooHR."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|meta-small|BambooHR", "prompt": "c150-s4", "model": "meta-small", "cat": "benefits-administration", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options to consider are Rippling, Namely, Zenefits, Ease, and BambooHR."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|minimax-small|Gusto", "prompt": "c150-s4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company with a tight budget, **Gusto** is typically the best choice"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|minimax-small|Zenefits", "prompt": "c150-s4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Zenefits** ... Best for: Very small businesses seeking affordable, all-in-one HR solutions"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|minimax-small|BambooHR", "prompt": "c150-s4", "model": "minimax-small", "cat": "benefits-administration", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Note**: Slightly higher pricing but offers robust features"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|mistral-small|Gusto", "prompt": "c150-s4", "model": "mistral-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is widely recommended as the best benefits administration platform"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|moonshot-small|Gusto", "prompt": "c150-s4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **tight budget**, **Gusto** offers the best value"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|moonshot-small|Zenefits (Now TriNet HR Platform)", "prompt": "c150-s4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits (Now TriNet HR Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have **fewer than 10 employees** and don't need payroll, **Zenefits** might be slightly cheaper"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|moonshot-small|BambooHR", "prompt": "c150-s4", "model": "moonshot-small", "cat": "benefits-administration", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caveat:** Payroll and benefits are add-ons, which increases total cost"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|openai-small|Gusto", "prompt": "c150-s4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Gusto**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|openai-small|Rippling", "prompt": "c150-s4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Choose Rippling** only if you expect to need broader IT/HR automation soon; it’s often more expensive and more modular."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|openai-small|Justworks", "prompt": "c150-s4", "model": "openai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Justworks** if you want a **PEO-style setup**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|xai-small|Gusto", "prompt": "c150-s4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto stands out as the best benefits administration platform for a small company on a tight budget"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|xai-small|Zenefits (TriNet)", "prompt": "c150-s4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits (TriNet)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Budget Alternatives ... Zenefits (TriNet) | $8/employee/month"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|xai-small|GoCo", "prompt": "c150-s4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Affordable standalone; free trial."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|xai-small|Ease", "prompt": "c150-s4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very cheap if using a broker; strong G2 scores (4.5/5)."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|xai-small|Rippling", "prompt": "c150-s4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More feature-rich but pricier as modules stack."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|xai-small|Employee Navigator", "prompt": "c150-s4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Often **free** via broker | Broker-managed | No direct cost to you"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|xai-small|Deel", "prompt": "c150-s4", "model": "xai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "international? Try Deel"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|zai-small|Zenefits (TriNet Zenefits)", "prompt": "c150-s4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Zenefits (TriNet Zenefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Zenefits is widely considered the most affordable entry-level software."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|zai-small|Gusto", "prompt": "c150-s4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have between 5 and 50 employees, go with **Gusto**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|zai-small|GoCo", "prompt": "c150-s4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "GoCo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GoCo is specifically designed for small businesses (under 250 employees) and focuses on affordability."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|zai-small|NaviHealth", "prompt": "c150-s4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "NaviHealth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Many insurance brokers use their own benefits administration platforms (like **NaviHealth**, **Benefitfocus**, or proprietary broker tools)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|zai-small|Benefitfocus", "prompt": "c150-s4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms (like **NaviHealth**, **Benefitfocus**, or proprietary broker tools) to manage your enrollment"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s4|zai-small|BambooHR", "prompt": "c150-s4", "model": "zai-small", "cat": "benefits-administration", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **BambooHR** | **$10 / employee** | **Best UI/UX** (If you have separate payroll). |"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|alibaba-small|Workday", "prompt": "c150-s5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you aren't yet large enough to justify expensive enterprise-level systems (like Workday)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|alibaba-small|Rippling", "prompt": "c150-s5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you don't have a broker: Look at **Rippling** or **Gusto**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|alibaba-small|Gusto (Plus)", "prompt": "c150-s5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Gusto (Plus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you don't have a broker: Look at **Rippling** or **Gusto**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|alibaba-small|OnPay", "prompt": "c150-s5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "OnPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Examples: **Rippling**, **Gusto (Plus)**, **OnPay**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|alibaba-small|Employee Navigator (EN)", "prompt": "c150-s5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator (EN)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "They likely already offer you a seat on **Ease** or **Employee Navigator**. Using their preferred tool is usually the smoothest path"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|alibaba-small|Ease", "prompt": "c150-s5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Ease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "They likely already offer you a seat on **Ease** or **Employee Navigator**. Using their preferred tool is usually the smoothest path"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|alibaba-small|BambooHR", "prompt": "c150-s5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "BambooHR + Broker | $300 - $600 | BambooHR is the \"connector\""}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|alibaba-small|UKG", "prompt": "c150-s5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you already use a robust HRIS (like BambooHR or UKG)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|alibaba-small|Zenefits / TriNet", "prompt": "c150-s5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Zenefits / TriNet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Cons: Can become expensive quickly; adds another login and system to manage."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|alibaba-small|Jupiter One", "prompt": "c150-s5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Jupiter One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Jupiter One** (add-on)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|alibaba-small|Justworks", "prompt": "c150-s5", "model": "alibaba-small", "cat": "benefits-administration", "variant": "scale", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Justworks, TriNet | $700 - $1,500+ ... usually only worth it if you need help lowering insurance premiums"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|deepseek-small|Gusto", "prompt": "c150-s5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "do you want benefits *bundled* with payroll/HRIS (Gusto, Rippling, BambooHR) for simplicity... At your size, the bundled approach usually reduces friction and cost"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|deepseek-small|Rippling", "prompt": "c150-s5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "do you want benefits *bundled* with payroll/HRIS (Gusto, Rippling, BambooHR) for simplicity"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|deepseek-small|BambooHR", "prompt": "c150-s5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "bundled* with payroll/HRIS (Gusto, Rippling, BambooHR) for simplicity"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|deepseek-small|Zenefits/TriNet", "prompt": "c150-s5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Zenefits/TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Common SMB options include **Gusto, Rippling, BambooHR, Zenefits/TriNet, Namely, Paylocity, ADP"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|deepseek-small|Namely", "prompt": "c150-s5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Common SMB options include ... Namely, Paylocity, ADP"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|deepseek-small|Paylocity", "prompt": "c150-s5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Common SMB options include ... Paylocity, ADP"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|deepseek-small|ADP", "prompt": "c150-s5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Common SMB options include ... ADP, and Employee Navigator/Ease"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|deepseek-small|Employee Navigator/Ease", "prompt": "c150-s5", "model": "deepseek-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator/Ease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "tend to be cheaper (~$4–5/emp/mo) but are usually broker-led, which only works if you work with a broker"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|google-small|Workday", "prompt": "c150-s5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "still too small for complex, enterprise-grade software (like Workday, PlanSource, or heavy ADP setups)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|google-small|PlanSource", "prompt": "c150-s5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too small for complex, enterprise-grade software (like Workday, PlanSource, or heavy ADP setups)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|google-small|ADP", "prompt": "c150-s5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "too small for complex, enterprise-grade software (like Workday, PlanSource, or heavy ADP setups)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|google-small|Justworks", "prompt": "c150-s5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want to hand off administrative headaches completely."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|google-small|TriNet", "prompt": "c150-s5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The PEO Route (e.g., Justworks, TriNet)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|google-small|Rippling", "prompt": "c150-s5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Rippling: Best overall for tech-forward and scaling teams."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|google-small|Gusto", "prompt": "c150-s5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Gusto: Best for highly straightforward, smaller operations."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|google-small|BambooHR", "prompt": "c150-s5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best if you already use BambooHR for your core HR functions."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|google-small|Zenefits", "prompt": "c150-s5", "model": "google-small", "cat": "benefits-administration", "variant": "scale", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Some platforms (like Gusto or Zenefits historically) often prefer or mandate that you use their in-house insurance broker."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|meta-small|PlanSource", "prompt": "c150-s5", "model": "meta-small", "cat": "benefits-administration", "variant": "scale", "raw": "PlanSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top benefits administration software for 2026 include PlanSource, Benefitfocus, and others."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|meta-small|Benefitfocus", "prompt": "c150-s5", "model": "meta-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top benefits administration software for 2026 include PlanSource, Benefitfocus, and others."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|minimax-small|Gusto", "prompt": "c150-s5", "model": "minimax-small", "cat": "benefits-administration", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Gusto** – Strong for small businesses, good UI"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|minimax-small|Zenefits/TriNet", "prompt": "c150-s5", "model": "minimax-small", "cat": "benefits-administration", "variant": "scale", "raw": "Zenefits/TriNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Zenefits/TriNet** – Full-featured, good for growth"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|minimax-small|Employee Navigator / Ease", "prompt": "c150-s5", "model": "minimax-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator / Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Employee Navigator / Ease** – Benefits-focused, good broker integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|minimax-small|Rippling", "prompt": "c150-s5", "model": "minimax-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rippling** – Modern HR platform with benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|minimax-small|BambooHR", "prompt": "c150-s5", "model": "minimax-small", "cat": "benefits-administration", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**BambooHR** – HR + benefits with solid UX"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|moonshot-small|Gusto", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start by evaluating **Gusto** or **Rippling** if you want an all-in-one HR/payroll/benefits stack you control"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|moonshot-small|Rippling", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start by evaluating **Gusto** or **Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|moonshot-small|BambooHR", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong if you're HRIS-first and want an excellent employee experience."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|moonshot-small|Paylocity / Paychex", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Paylocity / Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good if you need deeper compliance reporting or have hourly workers with complex time-tracking needs."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|moonshot-small|Justworks", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "get quotes from **Justworks** or a similar PEO"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|moonshot-small|TriNet / Zenefits (TriNet HR Plus)", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "TriNet / Zenefits (TriNet HR Plus)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Similar PEO-style bundled pricing."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|moonshot-small|Employee Navigator", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "if it's Employee Navigator or Ease and it's free, that may be your fastest path"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|moonshot-small|Ease", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Ease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Similar broker-funded model."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|moonshot-small|Benefitfocus", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Enterprise platforms (Benefitfocus, bswift, PlanSource). Over-engineered and overpriced for 30 lives."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|moonshot-small|bswift", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "bswift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Over-engineered and overpriced for 30 lives."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|moonshot-small|PlanSource", "prompt": "c150-s5", "model": "moonshot-small", "cat": "benefits-administration", "variant": "scale", "raw": "PlanSource", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Over-engineered and overpriced for 30 lives."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|xai-small|Rippling", "prompt": "c150-s5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "SMB-friendly options like Rippling, Gusto, or Employee Navigator often bundle benefits with payroll/HR for simplicity."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|xai-small|Gusto", "prompt": "c150-s5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SMB-friendly options like Rippling, Gusto, or Employee Navigator often bundle benefits with payroll/HR"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|xai-small|Employee Navigator", "prompt": "c150-s5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Employee Navigator (broker-focused)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|xai-small|Justworks", "prompt": "c150-s5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Justworks/ADP (PEO-style)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|xai-small|ADP", "prompt": "c150-s5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Justworks/ADP (PEO-style)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s5|xai-small|Benefitfocus", "prompt": "c150-s5", "model": "xai-small", "cat": "benefits-administration", "variant": "scale", "raw": "Benefitfocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or Benefitfocus"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|alibaba-small|Workday", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Workday, SAP, Oracle (too big/expensive)."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|alibaba-small|SAP SuccessFactors", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** Workday, SAP, Oracle (too big/expensive)."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|alibaba-small|Oracle HCM", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid:** Workday, SAP, Oracle (too big/expensive)."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|alibaba-small|Cornerstone OnDemand", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "These platforms are the gold standard for Fortune 500 companies. While powerful, they are rarely suitable for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|alibaba-small|ADP (specifically Workforce Now)", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP (specifically Workforce Now)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Be Cautious With:** ADP, Ceridian (good compliance, bad experience/high cost for small biz)."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|alibaba-small|Ceridian (Dayforce)", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Ceridian (Dayforce)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Be Cautious With:** ADP, Ceridian (good compliance, bad experience/high cost for small biz)."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|alibaba-small|Gusto", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Basic tiers of Gusto or Paychex (without premium add-ons) ... relying solely on a payroll system is a risk."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|alibaba-small|Paychex", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Basic tiers of Gusto or Paychex (without premium add-ons) ... relying solely on a payroll system is a risk."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|alibaba-small|Rippling", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Look For:** Modern Cloud-Native platforms (e.g., Rippling, Bobcares, Personio) that offer **integration**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|alibaba-small|Personio", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Personio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**Look For:** Modern Cloud-Native platforms (e.g., Rippling, Bobcares, Personio)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|alibaba-small|Zenefits", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "The best modern platforms (like Rippling, Personio, or Zenefits) automate the connection between HR records and Benefit Carriers."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|alibaba-small|Bobcares", "prompt": "c150-s6", "model": "alibaba-small", "cat": "benefits-administration", "variant": "negative", "raw": "Bobcares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Look For:** Modern Cloud-Native platforms (e.g., Rippling, Bobcares, Personio)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|anthropic-small|PeopleKeep", "prompt": "c150-s6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "PeopleKeep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Users have reported issues with PeopleKeep's customer service, citing difficulties in getting timely and effective support."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|anthropic-small|Paychex Flex", "prompt": "c150-s6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Paychex Flex has many online reviews that are critical of its customer support"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|anthropic-small|ADP", "prompt": "c150-s6", "model": "anthropic-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The tradeoff with ADP is complexity, since pricing is customized and the platform's enterprise focus can create a steeper learning curve for smaller HR teams."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|challenger-small|Benefitfocus", "prompt": "c150-s6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the clearest examples to avoid or scrutinize closely are **Benefitfocus**, **bswift**, and **PlanSource** for very small employers"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|challenger-small|bswift", "prompt": "c150-s6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"will not fit a small employer\" and are enterprise products"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|challenger-small|PlanSource", "prompt": "c150-s6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "explicitly say **Benefitfocus**, **bswift**, and **PlanSource** \"will not fit a small employer\""}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|challenger-small|Rippling", "prompt": "c150-s6", "model": "challenger-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Rippling** if the company is tiny, localized, or does not need its broader IT/workflow features"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|deepseek-small|ADP (RUN Powered by ADP / Workforce Now)", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP (RUN Powered by ADP / Workforce Now)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "watch out for the big payroll incumbents (ADP, Paychex) due to their opaque pricing and support issues"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|deepseek-small|Paychex", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "watch out for the big payroll incumbents (ADP, Paychex) due to their opaque pricing and support issues"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|deepseek-small|Workday Benefits", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday Benefits", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "This is an **enterprise platform** that small businesses should generally avoid"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|deepseek-small|Rippling", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Rippling in particular gets flagged for: **Undisclosed implementation fees**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|deepseek-small|Paylocity", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "frequently cited as the **#1 budget mistake** for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|deepseek-small|Paycor", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "frequently cited as the **#1 budget mistake** for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|deepseek-small|UKG Pro", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-tier giants (Workday, UKG Pro)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|deepseek-small|Gusto", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "platforms that consistently score well for small businesses include **Gusto** (benefits admin included at no extra cost, #1 on G2's Small-Business Grid)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|deepseek-small|Employee Navigator", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Employee Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Employee Navigator** (free through a broker, modern self-serve enrollment)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|deepseek-small|BambooHR", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**BambooHR** (as an add-on)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|deepseek-small|Justworks", "prompt": "c150-s6", "model": "deepseek-small", "cat": "benefits-administration", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Justworks** (PEO model)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|google-small|Alight", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Alight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade Giants (Overkill for SMBs) * **Examples:** Alight, Workday, SAP SuccessFactors, Ceridian (Dayforce). * **Why to avoid:**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|google-small|Workday", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples:** Alight, Workday, SAP SuccessFactors, Ceridian (Dayforce). * **Why to avoid:** These platforms are built for corporations with thousands of employees"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|google-small|SAP SuccessFactors", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples:** Alight, Workday, SAP SuccessFactors, Ceridian (Dayforce). * **Why to avoid:**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|google-small|Ceridian (Dayforce)", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Ceridian (Dayforce)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Examples:** Alight, Workday, SAP SuccessFactors, Ceridian (Dayforce). * **Why to avoid:**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|google-small|TriNet HR Platform / HR Plus (formerly Zenefits)", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet HR Platform / HR Plus (formerly Zenefits)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why be cautious:** TriNet has largely transitioned the platform to ticket-based and chatbot-only support for its standard tiers."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|google-small|Gusto", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "their benefits administration operates largely on a \"Do-It-Yourself\" model... highly susceptible to sync errors"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|google-small|QuickBooks Payroll", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "DIY Payroll-First Platforms with \"Add-on\" Benefits (e.g., Gusto, QuickBooks Payroll)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|google-small|Rippling", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it comes with a catch: **heavy partner lock-in** and **pricing creep**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|google-small|Ease", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Ease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Ease (During its integration with Employee Navigator)... keep an eye on migration bugs and forced interface updates"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|google-small|Employee Navigator", "prompt": "c150-s6", "model": "google-small", "cat": "benefits-administration", "variant": "negative", "raw": "Employee Navigator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "its user interface is notoriously wordy, complex, and less intuitive for a small business HR manager"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|meta-small|Benefitfocus", "prompt": "c150-s6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some platforms, such as Benefitfocus, bswift, and PlanSource, are more suitable for larger enterprises and may not be a good fit for small businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|meta-small|bswift", "prompt": "c150-s6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "more suitable for larger enterprises and may not be a good fit for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|meta-small|PlanSource", "prompt": "c150-s6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more suitable for larger enterprises and may not be a good fit for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|meta-small|Gusto", "prompt": "c150-s6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some recommended benefits administration platforms for small businesses include Gusto, Justworks, Rippling, Paychex, ADP, BambooHR, Employee Navigator, Ease, BerniePortal, and TriNet Zenefits."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|meta-small|Justworks", "prompt": "c150-s6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some recommended benefits administration platforms for small businesses include Gusto, Justworks, Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|meta-small|Rippling", "prompt": "c150-s6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "recommended benefits administration platforms for small businesses include ... Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|meta-small|Paychex", "prompt": "c150-s6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "recommended benefits administration platforms for small businesses include ... Paychex"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|meta-small|ADP", "prompt": "c150-s6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "recommended benefits administration platforms for small businesses include ... ADP"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|meta-small|BambooHR", "prompt": "c150-s6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "recommended benefits administration platforms for small businesses include ... BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|meta-small|Employee Navigator", "prompt": "c150-s6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Employee Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "recommended benefits administration platforms for small businesses include ... Employee Navigator"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|meta-small|Ease", "prompt": "c150-s6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "Ease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "recommended benefits administration platforms for small businesses include ... Ease"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|meta-small|BerniePortal", "prompt": "c150-s6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "BerniePortal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "recommended benefits administration platforms for small businesses include ... BerniePortal"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|meta-small|TriNet Zenefits", "prompt": "c150-s6", "model": "meta-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "recommended benefits administration platforms for small businesses include ... TriNet Zenefits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|minimax-small|Gusto", "prompt": "c150-s6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Trustpilot rating: 2.3/5 across 2,439+ reviews - Common complaints: incorrect 401(k) deductions, state tax submission failures"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|minimax-small|ADP", "prompt": "c150-s6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Opaque pricing with significant quote variations - Dated interface (particularly ADP Run)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|minimax-small|Paylocity", "prompt": "c150-s6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pricing surprises and hidden costs... may be overkill for very small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|minimax-small|Patriot Payroll", "prompt": "c150-s6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Patriot Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider newer entrants like **Patriot Payroll** or **Rippling** as alternatives if you need better support."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|minimax-small|Rippling", "prompt": "c150-s6", "model": "minimax-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider newer entrants like **Patriot Payroll** or **Rippling** as alternatives if you need better support."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|mistral-small|Gusto", "prompt": "c150-s6", "model": "mistral-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Users frequently report **poor customer support**... While praised for its user-friendly interface, these drawbacks can cause significant operational headaches"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|mistral-small|PlanSource", "prompt": "c150-s6", "model": "mistral-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "criticized for **time-consuming troubleshooting** and **claims processing delays** (sometimes stretching to 4-6 weeks)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|mistral-small|Namely", "prompt": "c150-s6", "model": "mistral-small", "cat": "benefits-administration", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Namely has faced criticism for **complex reporting systems** and **integration problems**, leading to increased administrative burden"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|mistral-small|Worksmile", "prompt": "c150-s6", "model": "mistral-small", "cat": "benefits-administration", "variant": "negative", "raw": "Worksmile", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Users have experienced **coverage gaps**... reports of **FSA/HSA reimbursement errors**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|mistral-small|EaseCentral", "prompt": "c150-s6", "model": "mistral-small", "cat": "benefits-administration", "variant": "negative", "raw": "EaseCentral", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "encountered **ACA reporting challenges** and difficulty getting support to resolve mistakes"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|moonshot-small|Benefitfocus", "prompt": "c150-s6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid or be highly cautious with platforms built for large employers**, such as **Benefitfocus**, **bswift**, and **PlanSource**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|moonshot-small|bswift", "prompt": "c150-s6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "bswift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid or be highly cautious with platforms built for large employers**, such as **Benefitfocus**, **bswift**, and **PlanSource**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|moonshot-small|PlanSource", "prompt": "c150-s6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid or be highly cautious with platforms built for large employers**, such as **Benefitfocus**, **bswift**, and **PlanSource**."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|moonshot-small|Employee Navigator", "prompt": "c150-s6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Employee Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "broker-licensed platforms (like Employee Navigator or Ease) or all-in-one tools like Gusto or Rippling are generally safer fits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|moonshot-small|Ease", "prompt": "c150-s6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Ease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "broker-licensed platforms (like Employee Navigator or Ease) ... are generally safer fits than enterprise-grade administrators"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|moonshot-small|Gusto", "prompt": "c150-s6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "all-in-one tools like Gusto or Rippling are generally safer fits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|moonshot-small|Rippling", "prompt": "c150-s6", "model": "moonshot-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "all-in-one tools like Gusto or Rippling are generally safer fits"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|openai-small|ADP TotalSource", "prompt": "c150-s6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP TotalSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "users frequently mention it as **expensive**, with **pricing that lacks transparency**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|openai-small|Paylocity", "prompt": "c150-s6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "recent G2 review summaries call out **poor customer support** and **long wait times / inconsistent assistance**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|openai-small|PlanSource", "prompt": "c150-s6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Capterra reviews highlight **implementation delays** ... That's a major caution sign for a small business"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|openai-small|BerniePortal", "prompt": "c150-s6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "BerniePortal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**higher pricing than competitors**, **outdated technology**, **subpar customer service**"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|openai-small|ThrivePass", "prompt": "c150-s6", "model": "openai-small", "cat": "benefits-administration", "variant": "negative", "raw": "ThrivePass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strong complaints about **support quality** and slow issue resolution"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|xai-small|Paychex Flex", "prompt": "c150-s6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Best avoided if:** You prioritize reliable support or plan to grow quickly."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|xai-small|ADP Workforce Now (or ADP RUN for smaller setups)", "prompt": "c150-s6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "ADP Workforce Now (or ADP RUN for smaller setups)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "complaints about clunky navigation, slow/inconsistent support, overly complex setup... **Best avoided if:** You're a lean team"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|xai-small|Benefitfocus", "prompt": "c150-s6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "slammed for \"worst support ever,\" unfocused implementation, and poor usability"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|xai-small|TriNet HR (formerly Zenefits)", "prompt": "c150-s6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "TriNet HR (formerly Zenefits)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "reviews note implementation delays, limited features for scaling... may feel basic"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|xai-small|Rippling", "prompt": "c150-s6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Look at higher-rated options like Rippling (4.8–4.9/5, scalable)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|xai-small|Gusto", "prompt": "c150-s6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Gusto (4.6/5, small-business friendly)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|xai-small|BambooHR", "prompt": "c150-s6", "model": "xai-small", "cat": "benefits-administration", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "BambooHR (4.6/5, intuitive)"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|zai-small|Paychex Flex", "prompt": "c150-s6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or be cautious about platforms with a consistent track record of poor support... Paychex Flex, VensureHR, Namely, and many bundled solutions have notable complaints"}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|zai-small|VensureHR", "prompt": "c150-s6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "VensureHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Paychex Flex, VensureHR, Namely, and many bundled solutions have notable complaints in these areas."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|zai-small|Namely", "prompt": "c150-s6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Namely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Users report complex/difficult reporting and poor customer support with long wait times and inconsistent responses."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|zai-small|PlanSource", "prompt": "c150-s6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "PlanSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Even larger platforms like PlanSource and Worksmile (and many bundled solutions) frequently land on lists of problematic tools."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|zai-small|Worksmile", "prompt": "c150-s6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Worksmile", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Cited in complaints about automation issues, manual processes, and call-center inefficiencies."}, {"id": "mai-20260918-0021-calibration_b-2|c150-s6|zai-small|Benefitfocus", "prompt": "c150-s6", "model": "zai-small", "cat": "benefits-administration", "variant": "negative", "raw": "Benefitfocus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Often criticized for confusing user experiences and poor support; may be better suited for large employers with dedicated staff."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|alibaba-small|Oracle Fusion Cloud Recruiting (with Recruiting Booster)", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Oracle Fusion Cloud Recruiting (with Recruiting Booster)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Named a **Leader** in Gartner's 2025 Magic Quadrant for Talent Acquisition Suites. Highest-ranked vendor for Extended AI Innovations."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|alibaba-small|Workday Recruiting", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workday Recruiting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you're on Workday:** Stick with **Workday Recruiting**."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|alibaba-small|SAP SuccessFactors Recruiting", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SAP SuccessFactors Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong global presence and robust AI-driven candidate matching and experience personalization."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|alibaba-small|Gong", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Gong / Ecaia / HireVue (Interview Intelligence)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|alibaba-small|Ecaia", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ecaia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Gong / Ecaia / HireVue (Interview Intelligence)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|alibaba-small|HireVue", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Analyze recorded interviews for sentiment, candidate fit, and bias reduction using generative AI."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|alibaba-small|Gem", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pair your existing ATS with **SeekOut** or **Gem**."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|alibaba-small|SeekOut", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you need specialized AI sourcing: Pair your existing ATS with **SeekOut** or **Gem**."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|alibaba-small|LinkedIn Recruiter + AI Tools", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "LinkedIn Recruiter + AI Tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Gem / SeekOut / LinkedIn Recruiter + AI Tools - AI-powered sourcing."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|alibaba-small|HiredScore", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HiredScore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "HiredScore / Paradox / Mya - Conversational AI and automated screening."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|alibaba-small|Paradox", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "HiredScore / Paradox / Mya - Conversational AI and automated screening."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|alibaba-small|Mya", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Mya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "HiredScore / Paradox / Mya - Conversational AI and automated screening."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|alibaba-small|Deel", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "If you want a modern, AI-native platform from scratch: Evaluate **Deel**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|alibaba-small|Personio", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Personio** (for mid-market)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|alibaba-small|SupportFinity", "prompt": "c165-l1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SupportFinity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**SupportFinity** (emerging AI-native option)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|anthropic-small|Insight Global", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Insight Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Insight Global is best for enterprise-scale, high-volume hiring"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|anthropic-small|KORE1", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "KORE1", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "KORE1 is the right first call for most AI staffing searches in 2026"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|anthropic-small|SaaS Talent", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SaaS Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The strongest recruiting firms for SaaS in 2026 are SaaS Talent, Captivate Talent, Betts..."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|anthropic-small|Captivate Talent", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Captivate Talent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "strongest recruiting firms for SaaS in 2026 are SaaS Talent, Captivate Talent, Betts"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|anthropic-small|Betts", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Betts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SaaS Talent, Captivate Talent, Betts, Riviera Partners"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|anthropic-small|Riviera Partners", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Riviera Partners", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Betts, Riviera Partners, HireDNA"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|anthropic-small|HireDNA", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireDNA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Riviera Partners, HireDNA, Talentfoot"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|anthropic-small|Talentfoot", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Talentfoot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HireDNA, Talentfoot, People in AI and GoGloby"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|anthropic-small|People in AI", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "People in AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Talentfoot, People in AI and GoGloby"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|anthropic-small|GoGloby", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "GoGloby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "People in AI and GoGloby"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|anthropic-small|GoodTime", "prompt": "c165-l1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "GoodTime is the leader in complex interview scheduling automation for enterprise talent teams"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|challenger-small|Findem", "prompt": "c165-l1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Findem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would start with **Findem** for sourcing-heavy use cases"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|challenger-small|Eightfold AI", "prompt": "c165-l1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Eightfold AI** if your priority is **enterprise talent intelligence** and broader enterprise fit."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|challenger-small|Greenhouse", "prompt": "c165-l1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Greenhouse or Workday** if your main requirement is enterprise-grade hiring workflow control"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|challenger-small|Workday Recruiting", "prompt": "c165-l1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Greenhouse** or **Workday Recruiting** if you need **structure, auditability, and strong ATS/integration support**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|challenger-small|Paradox", "prompt": "c165-l1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Paradox** if your enterprise hires at high volume and needs **conversational automation**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|deepseek-small|Eightfold.ai", "prompt": "c165-l1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for enterprise talent acquisition — **Eightfold.ai**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|deepseek-small|Gem", "prompt": "c165-l1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gem** is the best tool if your priority is outbound *sales* hiring"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|deepseek-small|Paradox", "prompt": "c165-l1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Paradox** if you're hiring high volumes of SDRs/entry-level roles"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|deepseek-small|GoPerfect", "prompt": "c165-l1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "GoPerfect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "newer AI agents that verify real selling experience"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|deepseek-small|Madita", "prompt": "c165-l1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Madita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Madita** specifically runs structured sales interviews"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|deepseek-small|Workday Recruiting", "prompt": "c165-l1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Eightfold** (or Workday Recruiting/iCIMS) as your **enterprise talent-intelligence/ATS layer**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|deepseek-small|iCIMS", "prompt": "c165-l1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "(or Workday Recruiting/iCIMS) as your **enterprise talent-intelligence/ATS layer**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|google-small|Eightfold AI", "prompt": "c165-l1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Eightfold uses a deep learning AI engine trained on billions of global data points to match candidates based on their *potential*"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|google-small|Gem", "prompt": "c165-l1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If 80% of your hires are passive (outbound), choose **Gem** or **SeekOut**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|google-small|Workday (featuring Paradox & HiredScore)", "prompt": "c165-l1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workday (featuring Paradox & HiredScore)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your enterprise operates on Workday, this unified suite provides an unmatched end-to-end recruitment workflow."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|google-small|SeekOut", "prompt": "c165-l1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SeekOut uses AI to index and analyze non-traditional talent pools"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|google-small|Recruiting from Scratch", "prompt": "c165-l1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Recruiting from Scratch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For:** Executive search and high-level technical hires"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|google-small|SaaS Talent", "prompt": "c165-l1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SaaS Talent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "This agency operates purely in the B2B tech and GTM niche."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|google-small|Averity", "prompt": "c165-l1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Averity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Averity is highly respected for its specialized engineering pipelines."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|meta-small|Greenhouse", "prompt": "c165-l1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Greenhouse, iCIMS, Manatal, Ashby, LinkedIn Recruiter, HireEZ, Gem, Paradox, HireVue, GoodTime, and Metaview."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|meta-small|iCIMS", "prompt": "c165-l1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Greenhouse, iCIMS, Manatal, Ashby..."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|meta-small|Manatal", "prompt": "c165-l1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Greenhouse, iCIMS, Manatal, Ashby..."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|meta-small|Ashby", "prompt": "c165-l1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Greenhouse, iCIMS, Manatal, Ashby, LinkedIn Recruiter..."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|meta-small|LinkedIn Recruiter", "prompt": "c165-l1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ashby, LinkedIn Recruiter, HireEZ, Gem, Paradox, HireVue, GoodTime, and Metaview."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|meta-small|HireEZ", "prompt": "c165-l1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "LinkedIn Recruiter, HireEZ, Gem, Paradox..."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|meta-small|Gem", "prompt": "c165-l1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HireEZ, Gem, Paradox, HireVue..."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|meta-small|Paradox", "prompt": "c165-l1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Gem, Paradox, HireVue, GoodTime, and Metaview."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|meta-small|HireVue", "prompt": "c165-l1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Paradox, HireVue, GoodTime, and Metaview."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|meta-small|GoodTime", "prompt": "c165-l1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "HireVue, GoodTime, and Metaview."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|meta-small|Metaview", "prompt": "c165-l1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "GoodTime, and Metaview."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|minimax-small|Eightfold AI", "prompt": "c165-l1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Eightfold AI** or **iCIMS** as top choices"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|minimax-small|Paradox (Olivia)", "prompt": "c165-l1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Enterprise-scale high-volume hiring"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|minimax-small|iCIMS", "prompt": "c165-l1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I would recommend **Eightfold AI** or **iCIMS** as top choices"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|minimax-small|Greenhouse", "prompt": "c165-l1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market and enterprise TA teams wanting AI innovation with governance"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|minimax-small|Workday Recruiting", "prompt": "c165-l1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Enterprise talent acquisition software"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|minimax-small|SmartRecruiters", "prompt": "c165-l1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Global enterprise requisition volume"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|minimax-small|Darwinbox", "prompt": "c165-l1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "End-to-end platform (full lifecycle)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|minimax-small|Phenom", "prompt": "c165-l1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "End-to-end platform with AI"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|minimax-small|Beamery", "prompt": "c165-l1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Talent data platform with AI"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|minimax-small|SeekOut", "prompt": "c165-l1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Good for tech and diversity recruiting (from $499/mo)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|minimax-small|HireEZ", "prompt": "c165-l1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AI sourcing + outreach (from $169/mo)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|mistral-small|Greenhouse", "prompt": "c165-l1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "platforms like **Greenhouse, Ashby, and Paradox** are often highlighted for their ability to handle complex hiring needs"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|mistral-small|iCIMS", "prompt": "c165-l1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "enterprise-level Applicant Tracking Systems (ATS) with robust AI features"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|mistral-small|Manatal", "prompt": "c165-l1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Modern ATS platforms with strong AI-driven candidate sourcing and screening capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|mistral-small|Ashby", "prompt": "c165-l1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "platforms like **Greenhouse, Ashby, and Paradox** are often highlighted"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|mistral-small|LinkedIn Recruiter", "prompt": "c165-l1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Excellent for sourcing top talent"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|mistral-small|HireEZ", "prompt": "c165-l1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Excellent for sourcing top talent, especially in B2B sectors"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|mistral-small|Gem", "prompt": "c165-l1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A sourcing CRM that helps build talent pipelines and automate outreach."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|mistral-small|Paradox (Olivia)", "prompt": "c165-l1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "platforms like **Greenhouse, Ashby, and Paradox** are often highlighted"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|mistral-small|HireVue", "prompt": "c165-l1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Uses AI for video assessments and structured interviews"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|mistral-small|GoodTime", "prompt": "c165-l1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Focuses on AI-driven interview scheduling and coordination."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|mistral-small|Metaview", "prompt": "c165-l1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Specializes in AI-powered interview note-taking and summarization."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|moonshot-small|Eightfold AI", "prompt": "c165-l1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Eightfold AI** or **Phenom** offer the deepest enterprise capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|moonshot-small|Phenom", "prompt": "c165-l1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Eightfold AI** or **Phenom** offer the deepest enterprise capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|moonshot-small|HireVue", "prompt": "c165-l1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HireVue** excels if your priority is assessment-driven hiring"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|moonshot-small|Paradox (Olivia)", "prompt": "c165-l1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already on Workday, **Paradox** integrates seamlessly."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|moonshot-small|Greenhouse", "prompt": "c165-l1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Structured, Fair Hiring"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|openai-small|SeekOut", "prompt": "c165-l1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SeekOut or Eightfold AI are the strongest \"AI recruiter\" contenders"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|openai-small|Eightfold AI", "prompt": "c165-l1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "SeekOut or Eightfold AI are the strongest \"AI recruiter\" contenders"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|openai-small|Workday Talent Acquisition Agent", "prompt": "c165-l1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workday Talent Acquisition Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you already run recruiting inside Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|openai-small|iCIMS", "prompt": "c165-l1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong enterprise ATS/TA suite option"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|openai-small|Phenom Applied AI", "prompt": "c165-l1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Phenom Applied AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "G2's 2026 enterprise rankings highlight Phenom Applied AI, Braintrust AIR, Ashby, iCIMS, and Eightfold AI"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|openai-small|Braintrust AIR", "prompt": "c165-l1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Braintrust AIR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "G2's 2026 enterprise rankings highlight Phenom Applied AI, Braintrust AIR, Ashby, iCIMS, and Eightfold AI"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|openai-small|Ashby", "prompt": "c165-l1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "G2's 2026 enterprise rankings highlight Phenom Applied AI, Braintrust AIR, Ashby, iCIMS, and Eightfold AI"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|xai-small|Eightfold.ai", "prompt": "c165-l1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Eightfold or Greenhouse if building a strategic, AI-first pipeline"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|xai-small|Greenhouse", "prompt": "c165-l1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Eightfold or Greenhouse if building a strategic, AI-first pipeline"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|xai-small|iCIMS", "prompt": "c165-l1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise staple; great for high-volume B2B with HCM integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|xai-small|Workday Recruiting", "prompt": "c165-l1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workday Recruiting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Seamless for existing Workday users; strong analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|xai-small|LinkedIn Recruiter", "prompt": "c165-l1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**LinkedIn Recruiter** if B2B sales/partner roles dominate—its dataset is unbeatable for professionals."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|xai-small|Gem", "prompt": "c165-l1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Excellent for B2B growth teams targeting specialists"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|zai-small|Pin (pin.com)", "prompt": "c165-l1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin (pin.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AI recruiter today is a **dual-stack approach**... Pin (pin.com) – the highest-rated end‑to‑end AI recruiting platform in 2026"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|zai-small|Workday Talent Acquisition (with HiredScore AI)", "prompt": "c165-l1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workday Talent Acquisition (with HiredScore AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Core ATS + governance (system of record):** Workday Talent Acquisition (with HiredScore AI) or Greenhouse – leaders for enterprise workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|zai-small|Greenhouse", "prompt": "c165-l1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong ATS + AI screening, workflow management, and candidate experience—ideal if you need a modern ATS first."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|zai-small|Eightfold AI", "prompt": "c165-l1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deep learning talent matching, skills inference, internal mobility, workforce planning"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|zai-small|HireVue", "prompt": "c165-l1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Structured video interviews, AI scoring, and assessment models for high‑volume or specialized roles."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|zai-small|iCIMS", "prompt": "c165-l1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deep integration with large HCM systems, strong compliance and reporting."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|zai-small|SmartRecruiters", "prompt": "c165-l1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Marketplace‑driven ATS with AI screening and engagement features."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l1|zai-small|Paradox", "prompt": "c165-l1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Automating candidate communication, scheduling, and screening via an AI agent."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|alibaba-small|Eightfold.ai", "prompt": "c165-l2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold.ai** (Top Recommendation for Enterprise)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|alibaba-small|Phenom Human Experience Platform (HXP)", "prompt": "c165-l2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Phenom Human Experience Platform (HXP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your primary need is automating high-volume screening and candidate engagement, consider **Phenom**."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|alibaba-small|Greenhouse", "prompt": "c165-l2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "leveraging its native AI features or integrations may be the smoothest path"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|alibaba-small|Gloat", "prompt": "c165-l2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Gloat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "marketplace of third-party AI tools (like Gloat for internal mobility or SeekOut for sourcing)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|alibaba-small|SeekOut", "prompt": "c165-l2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SeekOut** (Best for Technical/Specialized B2B Roles)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|anthropic-small|Paradox (Olivia)", "prompt": "c165-l2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Paradox's assistant, Olivia, is the reference implementation of conversational screening at massive scale"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|anthropic-small|HireVue", "prompt": "c165-l2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HireVue - For Structured Video Interviews"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|anthropic-small|SmartRecruiters", "prompt": "c165-l2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SmartRecruiters combines ATS workflows with AI-forward features anchored by Winston"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|anthropic-small|Greenhouse", "prompt": "c165-l2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Greenhouse is an AI-driven recruiting platform automating sourcing, screening, and candidate engagement"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|challenger-small|HireVue", "prompt": "c165-l2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HireVue** as the safest default choice for AI-powered candidate screening"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|challenger-small|Paradox (Olivia)", "prompt": "c165-l2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you need **conversational, high-volume screening** and scheduling automation"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|challenger-small|Eightfold AI", "prompt": "c165-l2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your priority is **talent intelligence**, internal mobility"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|challenger-small|Sapia.ai", "prompt": "c165-l2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Sapia.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you care most about **structured chat screening**, fairness"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|challenger-small|HappyRobot", "prompt": "c165-l2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HappyRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if your bottleneck is **end-to-end screening conversations plus scheduling**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|deepseek-small|HireVue", "prompt": "c165-l2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B enterprise specifically, **HireVue** is the most defensible choice."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|deepseek-small|Paradox (Olivia)", "prompt": "c165-l2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "unmatched for conversational screening and automated scheduling"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|deepseek-small|Eightfold AI", "prompt": "c165-l2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're a skills-first organization focused on internal mobility ... consider **Eightfold AI**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|deepseek-small|Workday Recruiting (native AI)", "prompt": "c165-l2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workday Recruiting (native AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unified ecosystem if you're already on Workday HCM | ✅ Worth considering to avoid a data silo"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|google-small|Eightfold.ai", "prompt": "c165-l2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Gold Standard for Skills-Based Matching: **Eightfold.ai**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|google-small|Workday HiredScore", "prompt": "c165-l2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workday HiredScore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you run on **Workday** and prioritize strict regulatory compliance, choose **Workday HiredScore**."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|google-small|Phenom", "prompt": "c165-l2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for End-to-End Talent Experience: **Phenom**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|google-small|SeekOut", "prompt": "c165-l2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "needing a tool like *Eightfold* or *SeekOut* to find candidates who haven't applied yet"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|meta-small|VidCruiter", "prompt": "c165-l2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "VidCruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "VidCruiter - Offers AI candidate screening with automated scoring against structured rubrics"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|meta-small|Paradox (Olivia)", "prompt": "c165-l2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for high-volume conversational screening at enterprise scale."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|meta-small|HireVue", "prompt": "c165-l2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for structured video interviews + assessments."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|meta-small|Sapia.ai", "prompt": "c165-l2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Sapia.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for bias-controlled, blind chat screening."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|meta-small|Eightfold.ai", "prompt": "c165-l2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for skills-based talent-intelligence screening and intelligent candidate matching"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|minimax-small|Eightfold AI", "prompt": "c165-l2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation for a large B2B company: **Eightfold AI**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|minimax-small|Phenom People", "prompt": "c165-l2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Phenom People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Phenom** | Strong personalization, chatbot pre-screening"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|minimax-small|HireVue", "prompt": "c165-l2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HireVue** | Industry-leading on-demand video + robust analytics."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|minimax-small|Pymetrics", "prompt": "c165-l2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Pymetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pymetrics** | Validated neuro-cognitive games; strong fairness audits."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|minimax-small|Vervoe", "prompt": "c165-l2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Vervoe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Vervoe** | Customizable, AI-graded simulations that mirror real job tasks."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|minimax-small|Codility", "prompt": "c165-l2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Codility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Codility** or **HackerRank** | Best-in-class technical coding challenges"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|minimax-small|HackerRank", "prompt": "c165-l2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HackerRank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Codility** or **HackerRank** | Best-in-class technical coding challenges"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|mistral-small|Eightfold.ai", "prompt": "c165-l2", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Eightfold.ai** or **HireVue** as top AI-powered candidate screening tools"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|mistral-small|HireVue", "prompt": "c165-l2", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**HireVue** is another excellent choice, especially if you need AI-driven video interviews"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|moonshot-small|Eightfold AI", "prompt": "c165-l2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Eightfold AI** if you need comprehensive talent intelligence across the full employee lifecycle"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|moonshot-small|HireVue", "prompt": "c165-l2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **HireVue** if your priority is structured, compliant screening at high volume"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|moonshot-small|Paradox", "prompt": "c165-l2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Paradox** – Best for High-Volume Hourly Hiring"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|openai-small|HireVue", "prompt": "c165-l2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HireVue** if your priority is **structured, defensible candidate screening at enterprise scale**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|openai-small|Paradox", "prompt": "c165-l2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your hiring volume is very high ... **Paradox** is the stronger fit."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|xai-small|HireVue", "prompt": "c165-l2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend HireVue as the top AI-powered candidate screening tool."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|xai-small|Eightfold.ai", "prompt": "c165-l2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Eightfold.ai | Skills-based talent intelligence"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|xai-small|Phenom", "prompt": "c165-l2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Phenom | End-to-end talent experience"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|xai-small|Paradox (Olivia)", "prompt": "c165-l2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Paradox (Olivia) | Conversational AI chat screening"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|zai-small|Eightfold AI", "prompt": "c165-l2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: Eightfold AI"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|zai-small|HireVue", "prompt": "c165-l2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for enterprise-grade, one-way video interviewing and assessments."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|zai-small|Paradox (Olivia)", "prompt": "c165-l2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A conversational AI assistant that screens, qualifies, and schedules candidates via chat/SMS."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l2|zai-small|Workable", "prompt": "c165-l2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Combines AI resume screening, candidate matching, and automated shortlisting directly inside the ATS workflow."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|alibaba-small|Greenhouse", "prompt": "c165-l3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with Greenhouse if your priority is risk mitigation, audit trails, and running highly structured interviews at a global scale."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|alibaba-small|Lever", "prompt": "c165-l3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Built as a CRM hybrid, Lever treats talent acquisition more like sales."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|alibaba-small|Ashby", "prompt": "c165-l3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with Ashby if you want a unified platform with superior analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|alibaba-small|HireVue", "prompt": "c165-l3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use Greenhouse for the ATS, HireVue for interviews"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|alibaba-small|Paradox", "prompt": "c165-l3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "and Paradox for candidate comms"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|alibaba-small|Workable", "prompt": "c165-l3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Workable provides a massive external talent database (400M+) and uses an autonomous AI agent"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|anthropic-small|Pin", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top 5 full-platform enterprise AI recruiting tools in 2026 are Pin, LinkedIn Talent Solutions, Phenom, Beamery, and SmartRecruiters"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|anthropic-small|LinkedIn Talent Solutions", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top 5 full-platform enterprise AI recruiting tools in 2026 are Pin, LinkedIn Talent Solutions, Phenom, Beamery, and SmartRecruiters"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|anthropic-small|Phenom", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "most legacy platforms like Phenom and iCIMS requiring annual contracts starting at $15K-$100K+"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|anthropic-small|Beamery", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "range from $100/mo (Pin) to $220K+/yr (Beamery)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|anthropic-small|SmartRecruiters", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Darwinbox, and SmartRecruiters as leading options"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|anthropic-small|MokaHR", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "MokaHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "other rankings identify MokaHR, Eightfold.ai, Workday, Darwinbox, and SmartRecruiters as leading options"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|anthropic-small|Eightfold.ai", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "other rankings identify MokaHR, Eightfold.ai, Workday, Darwinbox"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|anthropic-small|Workday", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "other rankings identify MokaHR, Eightfold.ai, Workday, Darwinbox, and SmartRecruiters"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|anthropic-small|Darwinbox", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "other rankings identify MokaHR, Eightfold.ai, Workday, Darwinbox, and SmartRecruiters as leading options"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|anthropic-small|GoodTime", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "GoodTime is the leader in complex interview scheduling automation for enterprise talent teams"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|anthropic-small|Ideal", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Ideal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Ideal is an enterprise AI recruitment tool automating steps of the screening and candidate ranking processes"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|anthropic-small|Textio", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Textio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Textio is an inclusivity-focused recruiting platform helping recruiters reduce bias"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|anthropic-small|Tenzo", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Tenzo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Tenzo is built around top-of-funnel execution focusing on recruiter bandwidth"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|anthropic-small|iCIMS", "prompt": "c165-l3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "most legacy platforms like Phenom and iCIMS requiring annual contracts starting at $15K-$100K+"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|challenger-small|Workday Talent Acquisition", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workday Talent Acquisition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Workday**, **iCIMS**, or **SmartRecruiters** if you want a broad enterprise recruiting system"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|challenger-small|Eightfold AI", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strongest for skills-based matching, rediscovery of hidden talent, and career-path insights."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|challenger-small|iCIMS", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Broad ATS/CRM depth and very large integration ecosystems, with enterprise compliance focus."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|challenger-small|Phenom", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Phenom** if candidate experience, personalization, and engagement are central."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|challenger-small|Beamery", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for enterprise talent relationship management and workforce intelligence"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|challenger-small|SmartRecruiters", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong for compliance, global scale, and marketplace-style integrations."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|challenger-small|Paradox", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Paradox** if you hire many hourly or frontline workers"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|challenger-small|HireVue", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **HireVue** if you need **structured interviewing**, assessments"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|challenger-small|Greenhouse", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Emphasizes governance, scorecards, and hiring process consistency over flashy automation."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|challenger-small|Jobvite", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Jobvite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Embeds AI across sourcing, engagement, screening, and interviews."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|challenger-small|SeekOut", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Strong for deep search, rediscovery, and outreach for specialized talent."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|challenger-small|GoodTime", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Choose **GoodTime** if scheduling is the bottleneck."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|challenger-small|Pin", "prompt": "c165-l3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Some rank **Pin** as a top enterprise AI recruiting platform because of its candidate database coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|deepseek-small|Eightfold AI", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The deepest AI matching model of the group... Eightfold/Phenom for talent intelligence and internal mobility."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|deepseek-small|Phenom", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A broad talent-experience platform spanning career sites, talent marketing, recruiting automation"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|deepseek-small|Workday (with HiredScore)", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workday (with HiredScore)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Note: Workday has faced legal scrutiny over aggressive AI rollout."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|deepseek-small|SeekOut", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "One of the strongest open-web discovery engines, plus transparent self-serve pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|deepseek-small|HireVue", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The deepest assessment science and validation research... HireVue/OVI for screening"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|deepseek-small|Paradox", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top-of-funnel automation—qualifies applicants, answers FAQs, and schedules interviews at massive scale."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|deepseek-small|Greenhouse", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Intentionally cautious—Greenhouse has deliberately avoided machine-learning in candidate evaluation"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|deepseek-small|iCIMS", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Broad enterprise recruiting suite (Copilot, Candidate Ranking/Role Fit) with caution-oriented AI"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|deepseek-small|Gem", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SeekOut/Gem for sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|deepseek-small|Beamery", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "(~$220K/yr average, one of the highest-priced)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|deepseek-small|HireEZ", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AI sourcing engines that discover/engage never-applied candidates"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|deepseek-small|Findem", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "AI sourcing engines that discover/engage never-applied candidates"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|deepseek-small|Juicebox", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "AI sourcing engines that discover/engage never-applied candidates"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|deepseek-small|BrightHire", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "BrightHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Interview intelligence (recordings, summaries, structured analysis)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|deepseek-small|Sense", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Candidate engagement/messaging automation."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|deepseek-small|OVI", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "OVI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "HireVue/OVI for screening"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|deepseek-small|GoodTime", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Scheduling coordinators (GoodTime, Paradox) remove calendar friction."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|deepseek-small|Pin", "prompt": "c165-l3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "or even consumer-grade Pin at ~$100/mo"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|google-small|Eightfold AI", "prompt": "c165-l3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "An end-to-end \"Talent Intelligence\" platform built on a global data set of over 1.6 billion career trajectories"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|google-small|SmartRecruiters for SAP SuccessFactors", "prompt": "c165-l3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SmartRecruiters for SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "native options like Workday Paradox or SmartRecruiters for SAP SuccessFactors are the logical starting points"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|google-small|SeekOut", "prompt": "c165-l3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The premium, data-heavy choice for sourcing highly specialized, technical, or diversity-oriented talent."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|google-small|hireEZ", "prompt": "c165-l3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "combining **hireEZ/SeekOut** (sourcing) with **Metaview** (assessment/notes) is the standard best-in-class configuration"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|google-small|Gem", "prompt": "c165-l3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A CRM-first pipeline manager that has expanded into an \"AI-augmented ATS.\""}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|google-small|Workday Paradox", "prompt": "c165-l3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workday Paradox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "The undisputed leader in high-volume, hourly, and frontline hiring, acquired by Workday in late 2025."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|google-small|HireVue", "prompt": "c165-l3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The enterprise gold standard for pre-hire video assessments, virtual job tryouts, and skills evaluation."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|google-small|Metaview", "prompt": "c165-l3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "An AI-native notetaker that runs in the background of your Zoom, Teams, or Google Meet interviews"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|meta-small|Pin", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top enterprise-grade AI recruiting tools are:\n\n1. Pin"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|meta-small|Gem", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Gem"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|meta-small|LinkedIn Talent Solutions", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. LinkedIn Talent Solutions"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|meta-small|Phenom", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Phenom"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|meta-small|Beamery", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Beamery"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|meta-small|SmartRecruiters", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. SmartRecruiters"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|meta-small|Eightfold AI", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Eightfold AI"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|meta-small|Workday", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|meta-small|Jobma", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Jobma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Jobma"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|meta-small|Zapier", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Zapier"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|meta-small|Paradox", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "11. Paradox"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|meta-small|HireVue", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "12. HireVue"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|meta-small|Manatal", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "13. Manatal"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|meta-small|Bullhorn", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Bullhorn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "14. Bullhorn"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|meta-small|Recruit CRM", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Recruit CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "15. Recruit CRM"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|meta-small|Qureos", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Qureos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "16. Qureos"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|meta-small|Recruitment Management 365", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Recruitment Management 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "17. Recruitment Management 365"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|meta-small|iCIMS", "prompt": "c165-l3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "18. iCIMS"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|minimax-small|GoPerfect", "prompt": "c165-l3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prioritize speed and automation?** → GoPerfect"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|minimax-small|Eightfold AI", "prompt": "c165-l3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need internal mobility + workforce planning?** → Eightfold"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|minimax-small|Phenom", "prompt": "c165-l3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Want a platform spanning candidates, employees, recruiters, and managers?** → Phenom"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|minimax-small|Greenhouse", "prompt": "c165-l3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Require strong governance, compliance, and audit trails?** → Greenhouse"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|minimax-small|HireVue", "prompt": "c165-l3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Focused on interview assessment defensibility?** → HireVue"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|mistral-small|Eightfold AI", "prompt": "c165-l3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Large enterprises that need deep talent intelligence"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|mistral-small|Findem", "prompt": "c165-l3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AI-powered talent search and outbound sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|mistral-small|HireVue", "prompt": "c165-l3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise video interviewing and assessment"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|mistral-small|Phenom", "prompt": "c165-l3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "End-to-end talent experience platform"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|mistral-small|SmartRecruiters (Winston AI)", "prompt": "c165-l3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SmartRecruiters (Winston AI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Comprehensive AI-driven recruiting companion"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|moonshot-small|Eightfold AI", "prompt": "c165-l3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eightfold AI** — Talent Intelligence Leader ... Best For**: Large enterprises needing skills-based matching"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|moonshot-small|Paradox (Olivia)", "prompt": "c165-l3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Conversational AI for High-Volume Hiring"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|moonshot-small|HireVue", "prompt": "c165-l3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Video & Assessment Specialist"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|moonshot-small|Phenom", "prompt": "c165-l3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "End-to-End Talent Experience Platform"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|moonshot-small|Beamery", "prompt": "c165-l3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Skills Intelligence & Workforce Planning"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|moonshot-small|LinkedIn Talent Solutions (Recruiter 2024)", "prompt": "c165-l3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "LinkedIn Talent Solutions (Recruiter 2024)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Network-Powered Recruiting"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|moonshot-small|SmartRecruiters", "prompt": "c165-l3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Enterprise ATS with AI Layer"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|openai-small|Greenhouse", "prompt": "c165-l3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenhouse is positioned as an end-to-end hiring platform with AI built into sourcing, application review, interviewing, and reporting"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|openai-small|Workday Talent Acquisition Agent", "prompt": "c165-l3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workday Talent Acquisition Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best fit only if you're already in the Workday stack."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|openai-small|iCIMS", "prompt": "c165-l3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: large enterprises wanting configurable TA workflows and growing AI automation."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|openai-small|SeekOut", "prompt": "c165-l3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SeekOut is strongest as an **AI sourcing and screening engine**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|openai-small|Lever", "prompt": "c165-l3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lever combines ATS and CRM and embeds AI across screening, interviewing, reporting"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|openai-small|Eightfold AI", "prompt": "c165-l3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "known for talent matching, skills inference, and broader talent intelligence"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|openai-small|Paradox", "prompt": "c165-l3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "conversational AI that handles screening and scheduling at very high volume"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|openai-small|HireVue", "prompt": "c165-l3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "strongest around video interviewing and structured assessments"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|openai-small|Gem", "prompt": "c165-l3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: outbound outreach and pipeline analytics."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|openai-small|HiredScore", "prompt": "c165-l3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HiredScore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: enterprises on Workday that want AI candidate prioritization."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|xai-small|Eightfold AI", "prompt": "c165-l3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Deep learning on 1.6B+ profiles for skills inference... Skills-based hiring, large enterprises needing precise matching"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|xai-small|Phenom", "prompt": "c165-l3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Broadest coverage (talent experience layer)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|xai-small|HireVue", "prompt": "c165-l3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Assessment specialist; integrates with ATS but not full-pipeline"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|xai-small|Beamery", "prompt": "c165-l3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CRM/pipeline emphasis; leads in workforce planning"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|xai-small|Paradox", "prompt": "c165-l3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Chat-first automation; tops candidate experience but narrower scope"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|xai-small|SmartRecruiters", "prompt": "c165-l3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "\"Winston\" AI for matching, scoring, recruiter productivity; full workflow."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|xai-small|Findem", "prompt": "c165-l3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like Findem (sourcing)... appear in lists but are less universally top-ranked"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|xai-small|Workday", "prompt": "c165-l3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Workday (HRIS+AI)... appear in lists but are less universally top-ranked for pure enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|xai-small|Pin", "prompt": "c165-l3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pin (affordable outreach) appear in lists but are less universally top-ranked"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|zai-small|Eightfold AI", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need a full talent‑intelligence platform covering hiring, mobility, and planning? | Eightfold AI or Phenom"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|zai-small|Phenom", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Need a full talent‑intelligence platform covering hiring, mobility, and planning? | Eightfold AI or Phenom"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|zai-small|HireVue", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prioritize structured video interviewing and global scale? | HireVue"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|zai-small|Findem", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focus on discovering and engaging passive candidates at scale? | Findem or HireEZ"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|zai-small|Paradox (Olivia)", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Require high‑volume conversational triage and scheduling? | Paradox (Olivia)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|zai-small|Gem", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sourcing + outreach focus; works with major ATSs"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|zai-small|BrightHire", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "BrightHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Want interview intelligence and coaching without sourcing? | BrightHire or Metaview"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|zai-small|Metaview", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Lightweight interview intelligence; integrates with ATSs"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|zai-small|HireEZ", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "AI sourcing engine for passive candidates at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|zai-small|Workable", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Prefer an integrated ATS with embedded AI features? | Workable, Lever, Greenhouse (with AI add‑ons)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|zai-small|Lever", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ATS‑native AI | Workable, Lever, Greenhouse (AI features)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l3|zai-small|Greenhouse", "prompt": "c165-l3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "ATS‑native AI | Workable, Lever, Greenhouse (AI features)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|alibaba-small|GoPerfect", "prompt": "c165-l4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoPerfect currently offers the most distinct financial advantage among modern AI recruiting platforms."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|alibaba-small|Eightfold AI", "prompt": "c165-l4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically requires **Enterprise Quotes ($100k+)**... can include hidden implementation or data maintenance fees that complicate total cost of ownership"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|alibaba-small|Greenhouse", "prompt": "c165-l4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "these rely on **custom quotes**. While reliable, their pricing is rarely transparent off the shelf"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|alibaba-small|Workable", "prompt": "c165-l4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 2. Strong Alternative: Workable"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|alibaba-small|LinkedIn Talent Solutions", "prompt": "c165-l4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "LinkedIn Talent Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "this becomes prohibitively expensive and financially messy"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|alibaba-small|iCIMS", "prompt": "c165-l4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Greenhouse/iCIMS: Similar to Eightfold, these rely on **custom quotes**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|anthropic-small|GoPerfect", "prompt": "c165-l4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoPerfect** is the best choice for a large company needing predictable total cost across thousands of users."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|anthropic-small|Workday Recruiting", "prompt": "c165-l4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workday Recruiting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already standardized on Workday HCM, that platform becomes a stronger choice for integration reasons"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|anthropic-small|Eightfold", "prompt": "c165-l4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "operate on custom enterprise contracts that can run $100,000-$500,000+ annually, with implementation adding further costs."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|anthropic-small|iCIMS", "prompt": "c165-l4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "operate on custom enterprise contracts that can run $100,000-$500,000+ annually"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|anthropic-small|Greenhouse", "prompt": "c165-l4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Greenhouse starts at approximately $6,500/yr for small teams and scales to $70,000+/yr for enterprise."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|anthropic-small|HireVue", "prompt": "c165-l4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Large companies use HireVue to scale one-way interviews across thousands of candidates, but pricing starts at $35,000+/year"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|challenger-small|GoPerfect", "prompt": "c165-l4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit in the results is **GoPerfect** because it charges **$250–$300 per open position**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|challenger-small|Eightfold AI", "prompt": "c165-l4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "pricing is **custom and can run $100,000–$500,000+ annually**, so it is less predictable than GoPerfect"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|challenger-small|Greenhouse", "prompt": "c165-l4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Greenhouse** is repeatedly highlighted as a strong choice for structured hiring, but its pricing is also custom"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|deepseek-small|Workable Agent", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable Agent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is the standout match for your specific requirement... is the best fit"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|deepseek-small|GoPerfect", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GoPerfect's per-position model with unlimited seats** is the most transparent alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|deepseek-small|Eightfold AI", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "priced **per employee per month**... predictable and scales cleanly for a big company"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|deepseek-small|HeroHunt", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HeroHunt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Meters on **open positions per month** rather than seats or credits"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|deepseek-small|Greenhouse", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid for your situation - **Per-seat platforms** (Greenhouse..."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|deepseek-small|Lever", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Per-seat platforms (Greenhouse, Lever, Ashby...) — these multiply costs directly with each user"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|deepseek-small|Ashby", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Ashby", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Per-seat platforms (Greenhouse, Lever, Ashby...)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|deepseek-small|monday.com", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Per-seat platforms (... monday.com, Manatal, LinkedIn Recruiter) — these multiply costs directly"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|deepseek-small|Manatal", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Per-seat platforms (... Manatal...) — least predictable and most expensive model"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|deepseek-small|LinkedIn Recruiter", "prompt": "c165-l4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Per-seat platforms (... LinkedIn Recruiter) — these multiply costs directly with each user"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|google-small|Eightfold AI", "prompt": "c165-l4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Eightfold is a deep-learning talent intelligence platform... every recruiter, coordinator, and hiring manager in your company gets an unlimited user seat under one flat annual fee."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|google-small|Paradox (Olivia)", "prompt": "c165-l4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: High-Volume, Conversational AI Screening & Interview Scheduling... flat-fee enterprise licenses"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|google-small|candidate.fyi", "prompt": "c165-l4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "candidate.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flat-rate, custom annual subscription with \"Zero Per Seat\" pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|google-small|GoPerfect", "prompt": "c165-l4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Custom enterprise tier with unlimited seats"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|meta-small|GoPerfect", "prompt": "c165-l4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best AI recruiter for a large company that needs predictable total cost across thousands of users is GoPerfect"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|meta-small|Greenhouse", "prompt": "c165-l4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Greenhouse, which starts at approximately $6,500/yr for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|meta-small|Lever", "prompt": "c165-l4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lever, which covers both ATS and CRM functionality in one platform"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|minimax-small|Candidate.fyi", "prompt": "c165-l4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Candidate.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "negotiate an **enterprise flat-fee contract** with either **Candidate.fyi** or **Noon AI**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|minimax-small|Noon AI", "prompt": "c165-l4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Noon AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "negotiate an **enterprise flat-fee contract** with either **Candidate.fyi** or **Noon AI**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|minimax-small|Autonomy Recruit", "prompt": "c165-l4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Autonomy Recruit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "this seems more suited to small-to-mid-size teams rather than thousands of users"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|mistral-small|GoPerfect", "prompt": "c165-l4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoPerfect** stands out as the best AI recruiter"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|mistral-small|Workday", "prompt": "c165-l4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "use custom contracts that can run into six or seven figures annually, with less transparency and potential for cost overruns"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|mistral-small|Eightfold", "prompt": "c165-l4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "use custom contracts that can run into six or seven figures annually, with less transparency"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|mistral-small|iCIMS", "prompt": "c165-l4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "use custom contracts that can run into six or seven figures annually, with less transparency"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|mistral-small|Workable Agent", "prompt": "c165-l4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Workable Agent** is another strong option"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|moonshot-small|Breezy HR", "prompt": "c165-l4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Breezy HR** stands out because it offers truly unlimited users at a flat rate"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|moonshot-small|GoPerfect", "prompt": "c165-l4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Per-Hire Predictability"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|moonshot-small|Workable", "prompt": "c165-l4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best All-in-One with Transparent Pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|moonshot-small|Greenhouse", "prompt": "c165-l4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid | **Greenhouse** | Custom quotes only; $40K–$120K+/year range"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|moonshot-small|Lever", "prompt": "c165-l4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Quote-only pricing; scales with headcount"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|moonshot-small|iCIMS", "prompt": "c165-l4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Modular pricing; $30K–$250K+ with implementation fees"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|moonshot-small|Ashby", "prompt": "c165-l4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Ashby", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Per-employee pricing above 100 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|moonshot-small|SmartRecruiters", "prompt": "c165-l4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "SmartRecruiters", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Custom enterprise contracts"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|openai-small|Workday Recruiting / Workday AI Agents", "prompt": "c165-l4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workday Recruiting / Workday AI Agents", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is **Workday Recruiting / Workday AI Agents**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|openai-small|Eightfold AI", "prompt": "c165-l4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "very strong for talent intelligence and high-volume hiring, but it's more about recruiting outcomes than clearly documented fixed-cost predictability"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|openai-small|Paradox", "prompt": "c165-l4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Paradox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "less obviously the best answer if your main criterion is budget predictability across thousands of users"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|xai-small|Workable", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workable (with Workable Agent AI add-on) stands out as the best AI recruiter for a large company prioritizing predictable total costs across thousands of users.**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|xai-small|Manatal", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "per-seat options like Manatal could work but risk cost overruns at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|xai-small|Zoho Recruit", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Zoho Recruit at $25/recruiter/month"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|xai-small|Eightfold", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "$840K+/year for 10K employees | Great for talent intelligence but ties to total headcount."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|xai-small|Phenom", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "iCIMS/Phenom | Custom enterprise ($100K+) | High implementation costs | Powerful but opaque TCO."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|xai-small|Beamery", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Beamery at $220K+ average"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|xai-small|Greenhouse", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "$70K+/year enterprise | Integration-heavy but less predictable."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|xai-small|SmartRecruiters", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Marketplace AI, but not flat."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|xai-small|iCIMS", "prompt": "c165-l4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "iCIMS/Phenom | Custom enterprise ($100K+) | High implementation costs"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|zai-small|Workable Agent", "prompt": "c165-l4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable Agent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AI recruiter is **Workable Agent**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|zai-small|Eightfold AI", "prompt": "c165-l4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Eightfold AI** is best if your primary need is **talent intelligence and internal mobility**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|zai-small|Greenhouse", "prompt": "c165-l4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Per seat (annual) | ~$673\\u2013$3,732/month (enterprise) | Medium \\u2013 grows with recruiter count"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|zai-small|Beamery", "prompt": "c165-l4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Medium \\u2013 depends on recruiter volume"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|zai-small|GoPerfect", "prompt": "c165-l4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**GoPerfect** is ideal if you can forecast open\\u2011role volume and want **outcome\\u2011based cost certainty**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|zai-small|HireVue", "prompt": "c165-l4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Video\\u2011Interview\\u2011Centric AI"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|zai-small|SmartRecruiters", "prompt": "c165-l4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Medium \\u2013 scalable but seat\\u2011based"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|zai-small|Phenom", "prompt": "c165-l4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Custom / per seat | ~$7\\u2013$10/employee/month (estimates)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|zai-small|SeekOut", "prompt": "c165-l4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Medium \\u2013 grows with sourcing needs"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l4|zai-small|Pin", "prompt": "c165-l4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Low to medium \\u2013 depends on usage"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|alibaba-small|Workday", "prompt": "c165-l6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "there have been serious allegations regarding Workday’s AI-assisted recruitment features allegedly discriminating against prospective employees"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|alibaba-small|Amazon", "prompt": "c165-l6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Amazon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Amazon famously scrapped its own internal AI recruiting engine in 2018 for teaching itself to penalize women's resumes"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|anthropic-small|Workday", "prompt": "c165-l6", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Workday's AI-based applicant recommendation system is the subject of a federal lawsuit alleging that it violated federal anti-discrimination laws"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|anthropic-small|HireVue", "prompt": "c165-l6", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "HireVue's platform used AI-based facial analysis in video interviews but got rid of the facial analysis component from its screening after facing public backlash"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|anthropic-small|Aon (ADEPT-15, vidAssess-AI, gridChallenge)", "prompt": "c165-l6", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Aon (ADEPT-15, vidAssess-AI, gridChallenge)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Three Aon hiring tools (ADEPT-15, vidAssess-AI, gridChallenge) have been challenged by the ACLU as discriminatory"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|anthropic-small|Amazon", "prompt": "c165-l6", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Amazon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Amazon had to discard its internal AI recruiting tool after discovering it penalized resumes that included the word \"women's\""}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|deepseek-small|HireVue", "prompt": "c165-l6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "HireVue built its reputation on facial-expression and \"affect\" analysis during video interviews... HireVue has since discontinued its facial-analysis component, but vendors that still market emotion analysis should be avoided entirely."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|deepseek-small|Workday's screening tools", "prompt": "c165-l6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday's screening tools", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the subject of the landmark Mobley v. Workday class action... Enterprises contracting with such platforms inherited legal exposure."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|deepseek-small|Amazon's", "prompt": "c165-l6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Amazon's", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Amazon's own AI resume screener had to be scrapped after it systematically downgraded women for technical roles"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|google-small|Workday", "prompt": "c165-l6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The massive class-action lawsuit *Mobley v. Workday, Inc.* demonstrates the immense legal vulnerability of automated matching platforms."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|meta-small|hireEZ", "prompt": "c165-l6", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "hireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "hireEZ: While it offers deep multi-platform search capabilities, it is only available to teams with 250+ employees and has enterprise pricing."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|meta-small|Paradox", "prompt": "c165-l6", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Paradox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it is also only available to teams with 250+ employees and has complex setup and customization"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|meta-small|HireVue", "prompt": "c165-l6", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it has been reported to have occasional bugs and may be prohibitively expensive for leaner or early-stage teams"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|meta-small|Eightfold", "prompt": "c165-l6", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise-level AI recruiting tools that may be too expensive or complex for smaller teams"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|meta-small|Textio", "prompt": "c165-l6", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Textio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise-level AI recruiting tools that may be too expensive or complex for smaller teams"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|minimax-small|Workday", "prompt": "c165-l6", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Facing multiple class-action lawsuits (2023-2025) alleging systematic discrimination based on race, age, and disability"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|minimax-small|HireVue", "prompt": "c165-l6", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Faced FTC investigation in 2021 over facial analysis in video interviews"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|minimax-small|Amazon's Recruiting AI", "prompt": "c165-l6", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Amazon's Recruiting AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Scrapped in 2018 after discovering it downgraded resumes from women's colleges"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|moonshot-small|HireVue", "prompt": "c165-l6", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like **HireVue** (and similar platforms) that analyze facial expressions, vocal tone, or body language have faced serious criticism"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|moonshot-small|Workday", "prompt": "c165-l6", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "AI screening software accused of weeding out applicants with disabilities and other protected characteristics; first class-action targeting algorithmic hiring"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|moonshot-small|Eightfold AI", "prompt": "c165-l6", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Class-action lawsuit alleging automated screening functions as undisclosed consumer report without candidate transparency"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|moonshot-small|Amazon's scrapped AI recruiting tool", "prompt": "c165-l6", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Amazon's scrapped AI recruiting tool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Amazon's scrapped AI recruiting tool** (2018) taught us that: AI trained on historical hiring data penalized resumes containing the word \"women\""}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|xai-small|HireVue", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Recommendation**: Avoid unless they've publicly validated zero-bias post-2023 audits (unlikely from reports)."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|xai-small|Pymetrics (now part of Harver)", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Pymetrics (now part of Harver)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Recommendation**: Steer clear—especially for high-volume screening in diverse applicant pools."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|xai-small|Eightfold AI", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Recommendation**: Pause adoption pending lawsuit resolution; demand full audit reports."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|xai-small|Workday (AI-assisted recruiting features)", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday (AI-assisted recruiting features)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Recommendation**: Be cautious—conduct your own disparate impact audits"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|xai-small|Amazon", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Amazon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "older Amazon tool scrapped internally for gender bias"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|xai-small|Greenhouse", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Tools like Greenhouse or Paradox (conversational AI) get better marks for enterprise scale and lower bias risks, but validate yourself."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|xai-small|Paradox", "prompt": "c165-l6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Paradox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Tools like Greenhouse or Paradox (conversational AI) get better marks for enterprise scale and lower bias risks"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|zai-small|HireVue", "prompt": "c165-l6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Use HireVue only if you require human review of all AI-generated scores and do not rely on facial/personality metrics for final decisions."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|zai-small|OpenAI GPT", "prompt": "c165-l6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "OpenAI GPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a Bloomberg experiment showed that GPT-3.5 systematically favored white male-associated names"}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|zai-small|Workday", "prompt": "c165-l6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Treat Workday's AI screening tools as high-risk. Implement rigorous human oversight, bias testing, and documentation."}, {"id": "mai-20260918-0021-calibration_b-2|c165-l6|zai-small|iTutorGroup", "prompt": "c165-l6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "iTutorGroup", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "iTutorGroup was fined $365,000 by the EEOC for using AI to reject applicants over 55."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|alibaba-small|Eightfold.ai", "prompt": "c165-m1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Data-Driven Matching & Talent Intelligence: **Eightfold.ai** Eightfold is arguably the leader in using AI to look at the \"whole picture\""}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|alibaba-small|SeekOut", "prompt": "c165-m1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Technical B2B Roles (SaaS & IT): **SeekOut**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|alibaba-small|Paradox™ (Olivia)", "prompt": "c165-m1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox™ (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Candidate Engagement (Conversational AI): **Paradox™ (Olivia)**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|alibaba-small|Gem", "prompt": "c165-m1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Sourcing & Outreach Automation: **Gem**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|alibaba-small|HireVue", "prompt": "c165-m1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Structured Interviews: **HireVue**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|anthropic-small|GoPerfect", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoPerfect ranks first because it is the only platform that covers sourcing, screening, and outreach autonomously in a single agent connected to 60+ ATS systems"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|anthropic-small|Greenhouse", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "are among the best AI hiring technologies for mid-market companies in 2026"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|anthropic-small|Gem", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "are among the best AI hiring technologies for mid-market companies in 2026"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|anthropic-small|hireEZ", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For AI-enhanced candidate search, hireEZ and SeekOut are top choices"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|anthropic-small|SeekOut", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For AI-enhanced candidate search, hireEZ and SeekOut are top choices"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|anthropic-small|Ashby", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "are among the best AI hiring technologies for mid-market companies in 2026"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|anthropic-small|HireVue", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "are among the best AI hiring technologies for mid-market companies in 2026"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|anthropic-small|Workable", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Workable is especially well suited to SMB and mid-market teams that need fast time-to-value"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|anthropic-small|Pin", "prompt": "c165-m1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Pin ranks as the top AI recruiting sourcing tool for 2026, searches 850M+ candidate profiles"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|challenger-small|GoPerfect", "prompt": "c165-m1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick is usually **GoPerfect**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|challenger-small|Autonomy Recruit", "prompt": "c165-m1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Autonomy Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Positioned as the best overall mid-market AI recruiting platform"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|challenger-small|Workable", "prompt": "c165-m1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Frequently recommended for mid-market teams that want sourcing plus ATS in one system."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|challenger-small|Humanly", "prompt": "c165-m1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Humanly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best fit for mid-market teams prioritizing multi-channel screening and scheduling"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|deepseek-small|Greenhouse", "prompt": "c165-m1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Greenhouse** is the safest enterprise-proven bet"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|deepseek-small|Lever", "prompt": "c165-m1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you care most about **candidate relationship/sourcing pipeline**, **Lever** shines."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|deepseek-small|Ashby", "prompt": "c165-m1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most mid-market B2B companies needing a **modern, AI-native, analytics-friendly platform**, **Ashby** is a strong sweet spot."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|deepseek-small|SeekOut", "prompt": "c165-m1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for finding specialized/talent with deep filters and skills search"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|deepseek-small|hireEZ", "prompt": "c165-m1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deep sourcing across 40+ public sources with AI workflows; good mid-market fit"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|deepseek-small|Gem", "prompt": "c165-m1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sourcing + CRM + analytics, good for teams wanting both."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|deepseek-small|Fetcher", "prompt": "c165-m1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Managed sourcing service + software (weekly candidate batches)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|deepseek-small|TheHireHub.AI", "prompt": "c165-m1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "TheHireHub.AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "These are less proven but cheaper and more autonomous."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|deepseek-small|Autonomy Recruit", "prompt": "c165-m1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Autonomy Recruit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "These are less proven but cheaper and more autonomous."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|deepseek-small|GoodTime", "prompt": "c165-m1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "GoodTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "GoodTime, an AI scheduler for complex interview panels"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|google-small|Gem", "prompt": "c165-m1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best AI-First Sourcing & CRM Layer: **Gem** ... Choose Gem if you already use Greenhouse, Lever, or Workday ... want the absolute best AI-powered candidate sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|google-small|Ashby", "prompt": "c165-m1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One AI-Native ATS: **Ashby**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|google-small|hireEZ", "prompt": "c165-m1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Pure Outbound Sourcing: **hireEZ**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|google-small|Juicebox (PeopleGPT)", "prompt": "c165-m1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Uses a next-generation **conversational AI search engine** ... affordable, highly intuitive"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|google-small|Lever (LeverTRM)", "prompt": "c165-m1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Lever (LeverTRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for CRM-Led Nurturing: **Lever (LeverTRM)**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|google-small|Greenhouse", "prompt": "c165-m1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "avoids the implementation headaches of more enterprise-focused tools like Greenhouse"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|meta-small|Autonomy Recruit", "prompt": "c165-m1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Autonomy Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best AI recruiter for a mid-market B2B company is Autonomy Recruit"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|meta-small|Humanly", "prompt": "c165-m1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Humanly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other top AI recruiting tools for mid-market companies include Humanly"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|meta-small|TheHireHub.AI", "prompt": "c165-m1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "TheHireHub.AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Humanly, TheHireHub.AI, Lever, and Greenhouse"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|meta-small|Lever", "prompt": "c165-m1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Humanly, TheHireHub.AI, Lever, and Greenhouse"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|meta-small|Greenhouse", "prompt": "c165-m1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Humanly, TheHireHub.AI, Lever, and Greenhouse"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|minimax-small|TheHireHub.AI", "prompt": "c165-m1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "TheHireHub.AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **TheHireHub.AI** or **Lever**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|minimax-small|Lever", "prompt": "c165-m1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **TheHireHub.AI** or **Lever** as they specifically target mid-market needs"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|minimax-small|Workable", "prompt": "c165-m1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for mid-sized companies with high volume"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|minimax-small|Greenhouse", "prompt": "c165-m1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mid-market companies wanting responsible AI innovation"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|minimax-small|hireEZ", "prompt": "c165-m1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Another solid mid-market option"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|mistral-small|Autonomy Recruit", "prompt": "c165-m1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Autonomy Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly recommended for end-to-end automation at predictable pricing, making it a strong overall choice for mid-market teams."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|mistral-small|TheHireHub.AI", "prompt": "c165-m1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "TheHireHub.AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Autonomy Recruit** and **TheHireHub.AI** stand out for their balance of automation, ease of use, and pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|mistral-small|Greenhouse", "prompt": "c165-m1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Greenhouse** is a solid choice if governance and long-term adoption are priorities"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|mistral-small|GoPerfect", "prompt": "c165-m1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "GoPerfect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "also frequently cited as top options for mid-market companies"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|mistral-small|hireEZ", "prompt": "c165-m1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "also frequently cited as top options for mid-market companies"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|mistral-small|SeekOut", "prompt": "c165-m1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "also frequently cited as top options for mid-market companies"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|mistral-small|Eightfold", "prompt": "c165-m1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "also frequently cited as top options for mid-market companies"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|mistral-small|Phenom", "prompt": "c165-m1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "also frequently cited as top options for mid-market companies"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|mistral-small|Workable", "prompt": "c165-m1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "also frequently cited as top options for mid-market companies"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|mistral-small|SmartRecruiters", "prompt": "c165-m1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "also frequently cited as top options for mid-market companies"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|moonshot-small|Ashby", "prompt": "c165-m1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Ashby** or **Greenhouse** if you want a modern ATS with AI features"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|moonshot-small|Greenhouse", "prompt": "c165-m1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Ashby** or **Greenhouse** if you want a modern ATS with AI features"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|moonshot-small|Workable", "prompt": "c165-m1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workable** if you need an all-in-one solution with strong sourcing capabilities at predictable pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|moonshot-small|hireEZ", "prompt": "c165-m1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**hireEZ** is the standout for AI-powered outbound sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|moonshot-small|TheHireHub.AI", "prompt": "c165-m1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "TheHireHub.AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for End-to-End Automation ... Rated 4.8/5, specifically designed for mid-market"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|openai-small|Recruiterflow", "prompt": "c165-m1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Recruiterflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a **single \"best overall\" answer for a mid-market B2B company**, I'd pick: ### **Recruiterflow**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|openai-small|Beamery", "prompt": "c165-m1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Beamery** — best if you want a **more strategic talent CRM / talent lifecycle platform**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|openai-small|Eightfold AI", "prompt": "c165-m1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but it's often heavier than what a typical mid-market team needs"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|xai-small|Workable", "prompt": "c165-m1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workable stands out as the top recommendation for most mid-market B2B teams."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|xai-small|Manatal", "prompt": "c165-m1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget pick; great if you're under 100 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|xai-small|Ashby", "prompt": "c165-m1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Data-driven insights; ideal if you track metrics like source-of-hire for sales roles."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|xai-small|TheHireHub.AI", "prompt": "c165-m1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "TheHireHub.AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Drops time-to-hire 40-70%; good for high-volume B2B if you want hands-off."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|xai-small|hireEZ", "prompt": "c165-m1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "B2B sales/marketing recruiting; pairs well with existing ATS."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|xai-small|Greenhouse", "prompt": "c165-m1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-leaning but works for larger mid-market; governance-focused."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|zai-small|Humanly", "prompt": "c165-m1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Humanly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The two products that consistently come out on top for that profile are **Humanly** and **TheHireHub.AI**."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|zai-small|TheHireHub.AI", "prompt": "c165-m1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "TheHireHub.AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The two products that consistently come out on top for that profile are **Humanly** and **TheHireHub.AI**."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|zai-small|Workable", "prompt": "c165-m1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workable** or **Greenhouse** are excellent mid‑market options."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|zai-small|Greenhouse", "prompt": "c165-m1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workable** or **Greenhouse** are excellent mid‑market options."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|zai-small|Ashby", "prompt": "c165-m1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lightweight ATS with AI resume ranking & candidate matching; flat‑rate pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|zai-small|GoPerfect", "prompt": "c165-m1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Purpose‑built for mid‑sized companies (100‑1,500 employees) with AI matching"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m1|zai-small|Autonomy Recruit", "prompt": "c165-m1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Autonomy Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Flat‑rate pricing (≈$99/mo) and focus on mid‑market workflow simplicity."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|alibaba-small|GoPerfect", "prompt": "c165-m2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: GoPerfect"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|alibaba-small|Workable", "prompt": "c165-m2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend **GoPerfect** or **Workable**, depending on whether you prioritize proactive AI sourcing or an integrated workflow."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|anthropic-small|Workable", "prompt": "c165-m2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Workable** (Best overall for mid-sized B2B)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|anthropic-small|Pinpoint", "prompt": "c165-m2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Pinpoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Pinpoint** (Best for automated screening)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|anthropic-small|Truffle", "prompt": "c165-m2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Truffle** (Best for high-volume, multi-stage screening)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|anthropic-small|Peoplebox", "prompt": "c165-m2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Peoplebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Peoplebox** (Best for growth-focused companies)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|challenger-small|Workable", "prompt": "c165-m2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workable** if you want the safest all-around choice"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|challenger-small|GoPerfect", "prompt": "c165-m2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoPerfect** if your biggest need is stronger AI screening plus sourcing outreach"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|challenger-small|Sapia.ai", "prompt": "c165-m2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Sapia.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sapia.ai** if you need **high-volume structured screening**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|challenger-small|Humanly", "prompt": "c165-m2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Humanly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Humanly** if your mid-sized team wants **conversational screening**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|challenger-small|HireVue", "prompt": "c165-m2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HireVue** if you expect **very high application volume**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|challenger-small|Manatal", "prompt": "c165-m2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Manatal** if budget is a major constraint"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|deepseek-small|Workable", "prompt": "c165-m2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: **Workable**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|deepseek-small|Greenhouse", "prompt": "c165-m2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the gold standard for structured hiring, but priced and configured for larger organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|deepseek-small|Ashby", "prompt": "c165-m2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ashby** (~$400/mo) — best if you're a data-driven, engineering-led B2B team"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|deepseek-small|Skima AI", "prompt": "c165-m2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Skima AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong alternative: **Skima AI** (if you already have an ATS)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|deepseek-small|Lever", "prompt": "c165-m2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "already runs an ATS (Greenhouse, Lever, Ashby, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|deepseek-small|Noon", "prompt": "c165-m2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Noon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "the most \"autonomous\" option (sources, screens, and schedules end-to-end)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|google-small|Gem", "prompt": "c165-m2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Outbound Sourcing & Context-Rich Matching: **Gem** (or **Fetcher**)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|google-small|Fetcher", "prompt": "c165-m2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fetcher** is another stellar, budget-friendly alternative for mid-market teams"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|google-small|Truffle", "prompt": "c165-m2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Multi-Signal Screening (Sales, CS, & Marketing): **Truffle**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|google-small|Manatal", "prompt": "c165-m2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best All-In-One AI ATS (Cost-Effective): **Manatal**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|google-small|Eightfold.ai", "prompt": "c165-m2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid enterprise-heavy platforms (like *Eightfold.ai* or *Paradox*) which often require massive budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|google-small|Paradox", "prompt": "c165-m2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid enterprise-heavy platforms (like *Eightfold.ai* or *Paradox*)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|meta-small|GoPerfect", "prompt": "c165-m2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend GoPerfect as the AI-powered candidate screening tool for a mid-sized B2B company."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|minimax-small|Workable", "prompt": "c165-m2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Workable** or **Kula**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|minimax-small|GoPerfect", "prompt": "c165-m2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best for High-Volume Screening)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|minimax-small|Eightfold AI", "prompt": "c165-m2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Skills-Based Matching)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|minimax-small|Kula", "prompt": "c165-m2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Kula", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Kula** if you want a newer, AI-native architecture"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|minimax-small|Willo", "prompt": "c165-m2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(Best for Video Screening)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|mistral-small|GoPerfect", "prompt": "c165-m2", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "GoPerfect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recognized as a top AI recruiting agent for mid-sized businesses, GoPerfect excels in screening depth"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|mistral-small|Workable", "prompt": "c165-m2", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Both platforms are highly rated for mid-sized companies"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|moonshot-small|Workable", "prompt": "c165-m2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Recommendation: **Workable**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|moonshot-small|Greenhouse", "prompt": "c165-m2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Strong Alternative: **Greenhouse**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|moonshot-small|Paradox (Olivia)", "prompt": "c165-m2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For High-Volume Hourly Hiring: **Paradox (Olivia)**... now best suited for existing Workday customers"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|moonshot-small|HireVue", "prompt": "c165-m2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid ... **HireVue** | Enterprise-focused (~$35K+/year minimum)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|moonshot-small|Lever", "prompt": "c165-m2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Lever", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid ... **Lever** | Strong for sourcing/CRM but pricing is custom"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|openai-small|HireVue", "prompt": "c165-m2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **HireVue**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|openai-small|Eightfold AI", "prompt": "c165-m2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I\\u2019d look at **Eightfold AI** instead"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|openai-small|A·Minds Candidate Screening AI Assistant", "prompt": "c165-m2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "A·Minds Candidate Screening AI Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a lighter, cheaper screening layer:** **A\\u00b7Minds**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|xai-small|Workable", "prompt": "c165-m2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Workable as the top AI-powered candidate screening tool."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|xai-small|Manatal", "prompt": "c165-m2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Affordable semantic matching & scoring | Less emphasis on sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|xai-small|Zoho Recruit", "prompt": "c165-m2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-friendly parsing for SMBs | Basic AI, fewer advanced automations"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|xai-small|JazzHR/Breezy", "prompt": "c165-m2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "JazzHR/Breezy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Simple ATS workflows | Lighter AI screening"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|xai-small|HireVue", "prompt": "c165-m2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "without enterprise bloat (e.g., HireVue's custom/high pricing)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|zai-small|Workable", "prompt": "c165-m2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workable** — a full‑stack AI‑ATS that combines resume screening, sourcing, scheduling, and analytics in one platform"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|zai-small|GoPerfect", "prompt": "c165-m2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoPerfect** – an AI recruiting agent built specifically for mid‑market teams."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|zai-small|Greenhouse", "prompt": "c165-m2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Greenhouse** – emphasizes governance, compliance, and structured hiring."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|zai-small|Metaview", "prompt": "c165-m2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Metaview** – focuses on application review with closed‑loop feedback."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|zai-small|Hirevire", "prompt": "c165-m2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Hirevire** – multi‑format, no‑login screening starting at $39/month."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m2|zai-small|HireVue", "prompt": "c165-m2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sourcing gap → GoPerfect or HireVue (if you want enterprise‑grade video assessments)."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|alibaba-small|Eightfold.ai", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Large enterprises focused on skills-based hiring and reducing unconscious bias through standardized scoring."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|alibaba-small|SeekOut", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Primary Function: Hyper-technical sourcing."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|alibaba-small|Tlancy / Talentlyft", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Tlancy / Talentlyft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Primary Function: Automated Sourcing Assistant."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|alibaba-small|Paradox.ai", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for its aggressive speed and high engagement rates because it operates largely over text/SMS rather than email."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|alibaba-small|MYA (by Mya Systems)", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "MYA (by Mya Systems)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often preferred by mid-market companies looking for a balance between cost and enterprise-level integration."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|alibaba-small|HireVue", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "following FDA investigations and bias lawsuits, they removed the emotion-analysis feature"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|alibaba-small|Modern Hire", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Modern Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Primary Function: Simulation-based assessment."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|alibaba-small|Lever / Greenhouse", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Lever / Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Companies that want a single home for all data without managing multiple software logins."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|alibaba-small|Phenom", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Management** | **Phenom, Lever** | Internal talent markets & matching algorithms."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|alibaba-small|LinkedIn Recruiter", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Currently being integrated into tools like **LinkedIn Recruiter** and **Zoho Recruit**."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|alibaba-small|Zoho Recruit", "prompt": "c165-m3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Currently being integrated into tools like **LinkedIn Recruiter** and **Zoho Recruit**."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|anthropic-small|HireEZ", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "HireEZ and SeekOut for sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|anthropic-small|SeekOut", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HireEZ and SeekOut for sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|anthropic-small|Gem", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Gem for outbound CRM"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|anthropic-small|HireVue", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HireVue for video screening"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|anthropic-small|Eightfold", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Eightfold and HiredScore for enterprise talent intelligence"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|anthropic-small|HiredScore", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HiredScore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Eightfold and HiredScore for enterprise talent intelligence"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|anthropic-small|Metaview", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "AI for interviews is the highest-leverage layer... Metaview leads this category."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|anthropic-small|GoodTime", "prompt": "c165-m3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "GoodTime is a comprehensive tool that with its Orchestra AI agents can automate candidate advancement, scheduling, sentiment analysis"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|challenger-small|LinkedIn Recruiter / Hiring Assistant", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "LinkedIn Recruiter / Hiring Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for sourcing:** **SeekOut** or **LinkedIn Recruiter**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|challenger-small|SeekOut", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for sourcing:** **SeekOut** or **LinkedIn Recruiter**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|challenger-small|Paradox (Olivia)", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for high-volume hiring:** **Paradox**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|challenger-small|Eightfold AI", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for enterprise talent mobility:** **Eightfold**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|challenger-small|hireEZ", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Often positioned as an end-to-end sourcing workflow with automated screening/scheduling support."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|challenger-small|Gem", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong for sourcing-to-outreach workflows, especially passive candidates and recruiting campaigns."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|challenger-small|Manatal", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best value:** **Manatal**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|challenger-small|HireVue", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for interview intelligence:** **Metaview** or **HireVue**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|challenger-small|Metaview", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for interview intelligence:** **Metaview** or **HireVue**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|challenger-small|Workable", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Teams wanting ATS-first systems with AI"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|challenger-small|Zoho Recruit", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Teams wanting ATS-first systems with AI"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|challenger-small|Greenhouse", "prompt": "c165-m3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Greenhouse-related analytics** are better if you want a system of record plus embedded automation"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|deepseek-small|Paradox (Olivia)", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Paradox (Olivia)** — Best for high-volume conversational hiring."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|deepseek-small|Xor.AI", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Xor.AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Similar conversational chatbot approach for screening and scheduling."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|deepseek-small|HireVue", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The enterprise leader in structured one-way video interviews... Expensive (~$35k–$50k+/yr)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|deepseek-small|Eightfold AI", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for skills-based talent matching, internal mobility, and workforce planning at large organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|deepseek-small|Beamery", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Talent lifecycle management with its \"TalentGPT\" large language model."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|deepseek-small|Findem", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Uses a 3D career model across 850M+ profiles for attribute-based sourcing."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|deepseek-small|HireEZ", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for proactive outbound sourcing against an 800M+ profile database"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|deepseek-small|Juicebox", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Natural-language sourcing across 800M+ profiles without writing Boolean strings."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|deepseek-small|SeekOut", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong for diversity sourcing and sourcing hard-to-find technical talent."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|deepseek-small|Manatal", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best value pick for SMBs (~$15–19/user/mo)."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|deepseek-small|Workable", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Rated best overall, end-to-end AI-driven recruitment (~$299/mo)."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|deepseek-small|Skima AI", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Skima AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Explainable AI resume screening and match scores"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|deepseek-small|Textio", "prompt": "c165-m3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Textio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Focused on writing inclusive, bias-free job descriptions."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|google-small|hireEZ", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**hireEZ** (for massive outbound)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|google-small|Findem", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Findem** (for deep attributes)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|google-small|Fetcher", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "An automated candidate sourcing tool with a hybrid model."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|google-small|Paradox (Olivia)", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Paradox is the gold standard for **high-volume hourly hiring**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|google-small|Humanly", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Humanly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Humanly** (for growing teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|google-small|Metaview", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Metaview** (for automated notes & scorecards)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|google-small|Truffle", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Truffle is built for rapid screening."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|google-small|Eightfold.ai", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for large enterprises, with annual contracts easily exceeding $150k"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|google-small|Spott", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Spott", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Spott is **AI-native**, meaning the AI is built directly into its database model."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|google-small|Greenhouse", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Traditional applicant tracking systems (like Greenhouse or Workday) are \"AI-powered\"—meaning they have bolted AI features onto old architecture."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|google-small|Workday", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "bolted AI features onto old architecture"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|google-small|Ezra", "prompt": "c165-m3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Ezra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Truffle** or **Ezra**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|Metaview", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Metaview is best for structured candidate reports with ATS write-back"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|HireEZ", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HireEZ is best for passive-candidate sourcing at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|Paradox", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Paradox is best for automating candidate communication and scheduling with a conversational AI assistant."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|Puck", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Puck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Metaview, HireEZ, Paradox, Puck, Truffle"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|Truffle", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include Metaview, HireEZ, Paradox, Puck, Truffle, Juicebox"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|Juicebox", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Truffle, Juicebox, HireVue"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|HireVue", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Juicebox, HireVue, Manatal"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|Manatal", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HireVue, Manatal, Skima AI"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|Skima AI", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Skima AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Manatal, Skima AI, Zapier"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|Zapier", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Skima AI, Zapier, Ezra"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|Ezra", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Ezra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Zapier, Ezra, Eightfold"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|Eightfold", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Ezra, Eightfold, Zoho Recruit"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|Zoho Recruit", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Eightfold, Zoho Recruit, Textio Loop"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|Textio Loop", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Textio Loop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Zoho Recruit, Textio Loop, TheHireHub.AI"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|TheHireHub.AI", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "TheHireHub.AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Textio Loop, TheHireHub.AI, SeekOut"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|SeekOut", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "TheHireHub.AI, SeekOut, Fetcher"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|Fetcher", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "SeekOut, Fetcher, Gem"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|Gem", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Fetcher, Gem, BrightHire"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|BrightHire", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "BrightHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Gem, BrightHire, Findem"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|Findem", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "BrightHire, Findem, and Ashby"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|meta-small|Ashby", "prompt": "c165-m3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "Findem, and Ashby. These tools differ in their features, pricing, and best use cases."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|minimax-small|Gem", "prompt": "c165-m3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Outbound sourcing & candidate rediscovery** → Gem or hireEZ"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|minimax-small|hireEZ", "prompt": "c165-m3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Outbound sourcing & candidate rediscovery** → Gem or hireEZ"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|minimax-small|Findem", "prompt": "c165-m3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Findem** | Diversity sourcing, hard-to-find profiles"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|minimax-small|SeekOut", "prompt": "c165-m3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SeekOut** | Talent search, skill-based sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|minimax-small|HireVue", "prompt": "c165-m3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Video interviewing & assessments** → HireVue"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|minimax-small|Pymetrics", "prompt": "c165-m3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pymetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Games-based AI that measures cognitive/emotional traits"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|minimax-small|Paradox (Olivia)", "prompt": "c165-m3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**High-volume hiring** → Paradox (conversational speed)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|minimax-small|SmartRecruiters", "prompt": "c165-m3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**SmartRecruiters** | Large teams, enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|minimax-small|BrightHire", "prompt": "c165-m3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "BrightHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**BrightHire** | Interview quality at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|minimax-small|Workable", "prompt": "c165-m3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**All-in-one for SMBs** → Workable"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|minimax-small|Eightfold AI", "prompt": "c165-m3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Enterprise skills matching & internal mobility** → Eightfold AI"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|minimax-small|Greenhouse", "prompt": "c165-m3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Structured, fair hiring processes** → Greenhouse"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|mistral-small|HireVue", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** AI-powered video interview analysis and candidate assessment."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|mistral-small|Eightfold AI", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Skills-based matching and talent rediscovery/internal mobility."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|mistral-small|Joveo", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Programmatic job advertising optimization."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|mistral-small|Fetcher", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Automated candidate sourcing and outreach."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|mistral-small|Phenom", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** End-to-end automation at scale."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|mistral-small|SeekOut", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Sourcing hard-to-find technical talent."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|mistral-small|Beamery", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Skills-based matching and career pathing."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|mistral-small|iCIMS Talent Cloud", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Scalable hiring analytics and compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|mistral-small|Alex (voice/video AI)", "prompt": "c165-m3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Alex (voice/video AI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Interviewing & Assessment:** HireVue, Alex (voice/video AI)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|moonshot-small|Juicebox", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Natural language sourcing** | Juicebox | No Boolean strings needed"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|moonshot-small|HireEZ", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HireEZ focuses on specialized industries"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|moonshot-small|Gem", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gem prioritizes relationship management over time"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|moonshot-small|Truffle", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Truffle is budget-friendly with one-way video interviews"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|moonshot-small|HireVue", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Enterprise assessments** | HireVue | Science-backed, validated models"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|moonshot-small|Eightfold AI", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Eightfold emphasizes skills-based matching and internal talent mobility"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|moonshot-small|Paradox", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Chatbot automation** | Paradox | Best conversational AI for high-volume"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|moonshot-small|Sense", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Sense focuses more broadly on engagement campaigns"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|moonshot-small|Greenhouse", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Structured hiring** | Greenhouse | Required scorecards, process enforcement"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|moonshot-small|Lever", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Relationship management** | Lever | Native CRM + ATS combined"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|moonshot-small|Workable", "prompt": "c165-m3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Fastest deployment** | Workable | Live in under a week"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|openai-small|Eightfold AI", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: talent intelligence, skills-based matching, internal mobility, and enterprise workforce planning."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|openai-small|SeekOut", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more candidates: look at SeekOut."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|openai-small|Paradox", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need less recruiter manual work: look at Paradox."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|openai-small|HireVue", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need structured interview automation: look at HireVue."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|openai-small|Greenhouse", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a full hiring system with AI features: look at Greenhouse"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|openai-small|Beamery", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want long-term talent relationship management: look at Beamery."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|openai-small|Lever", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "these platforms are usually not \"AI-first\" in the same way as Eightfold, SeekOut, or Paradox"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|openai-small|Workable", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "these platforms are usually not \"AI-first\" in the same way as Eightfold, SeekOut, or Paradox"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|openai-small|iCIMS", "prompt": "c165-m3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "iCIMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "these platforms are usually not \"AI-first\" in the same way as Eightfold, SeekOut, or Paradox"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|xai-small|HireVue", "prompt": "c165-m3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for AI-powered video interview analysis and screening. ... Interviews? HireVue."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|xai-small|Eightfold AI", "prompt": "c165-m3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for talent intelligence, skills-based matching, and internal mobility."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|xai-small|Phenom", "prompt": "c165-m3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for end-to-end talent experience automation at enterprise scale."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|xai-small|Beamery", "prompt": "c165-m3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for skills-based candidate matching and career pathing."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|xai-small|SeekOut", "prompt": "c165-m3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tech sourcing? SeekOut/hireEZ."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|xai-small|hireEZ", "prompt": "c165-m3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for AI sourcing and automated outreach from massive profiles."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|xai-small|Paradox (Olivia)", "prompt": "c165-m3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "volume hiring? Go Paradox."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|xai-small|Fetcher", "prompt": "c165-m3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notables include Fetcher (automated sourcing)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|xai-small|Metaview", "prompt": "c165-m3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Metaview (interview intelligence)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|xai-small|Truffle", "prompt": "c165-m3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Truffle (screening with video highlights)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|zai-small|HireVue", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Need structured, skill‑based interviews with science‑backed scoring?** → HireVue."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|zai-small|Paradox (Olivia)", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Want to automate candidate communication, scheduling, and the entire front‑door experience?** → Paradox (Olivia)."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|zai-small|Manatal", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Looking for an affordable ATS with AI matching and resume screening?** → Manatal."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|zai-small|Skima AI", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Skima AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Need transparent, explainable resume scoring for compliance or auditability?** → Skima AI."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|zai-small|Truffle", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Handling high‑volume hiring with resume review + video interviews?** → Truffle."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|zai-small|Juicebox", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Prefer natural‑language sourcing without writing Boolean strings?** → Juicebox."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m3|zai-small|Greenhouse", "prompt": "c165-m3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Already using Greenhouse and want AI features on top of your existing ATS?** → Greenhouse."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|alibaba-small|Pin", "prompt": "c165-m4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Sourcing & Outreach: **Pin**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|alibaba-small|Manatal", "prompt": "c165-m4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Manatal** is widely considered the best \"bang-for-buck\" AI-enhanced Applicant Tracking System (ATS)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|alibaba-small|Greenhouse", "prompt": "c165-m4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "significantly cheaper than enterprise competitors like Greenhouse or Lever"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|alibaba-small|Lever", "prompt": "c165-m4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "significantly cheaper than enterprise competitors like Greenhouse or Lever"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|alibaba-small|Breezy HR", "prompt": "c165-m4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Completely Free ATS: **Breezy HR**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|anthropic-small|Manatal", "prompt": "c165-m4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Manatal is the strongest pick for small businesses on a budget, starting at $15 per user per month"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|anthropic-small|Breezy HR", "prompt": "c165-m4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The free Bootstrap plan allows one active job position at a time with unlimited users and unlimited candidates."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|anthropic-small|JuggleHire", "prompt": "c165-m4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "JuggleHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "JuggleHire stands out with its quick 10-minute setup for just $19/month."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|anthropic-small|Zoho Recruit", "prompt": "c165-m4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho Recruit ($30) allows monthly commits."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|anthropic-small|GoPerfect", "prompt": "c165-m4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GoPerfect offers the best value for startups because its per-position pricing ($250/month per open role)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|challenger-small|Manatal", "prompt": "c165-m4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Manatal** is the best fit for most companies with a limited budget because it balances low price with solid AI recruiting features"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|challenger-small|Zoho Recruit", "prompt": "c165-m4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong budget-safe alternative because it has a **free plan**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|challenger-small|Breezy HR", "prompt": "c165-m4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need a free tier:** **Zoho Recruit** or **Breezy HR**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|challenger-small|Pin", "prompt": "c165-m4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Pin**, but it starts higher at **$100/month**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|challenger-small|Truffle", "prompt": "c165-m4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best ultra-low-cost option for very simple hiring needs:** **Truffle** or **HireLab.io**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|challenger-small|HireLab.io", "prompt": "c165-m4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HireLab.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Truffle** or **HireLab.io** depending on whether you want paid low-cost automation or a free plan"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|deepseek-small|Manatal", "prompt": "c165-m4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value... it delivers the most AI functionality for the lowest ongoing cost"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|deepseek-small|Zoho Recruit", "prompt": "c165-m4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with **Zoho Recruit's free plan** to test the workflow"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|deepseek-small|Recooty", "prompt": "c165-m4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Recooty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best flat-rate all-in-one"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|deepseek-small|Fabric", "prompt": "c165-m4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for stronger AI screening"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|deepseek-small|Truffle", "prompt": "c165-m4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a lightweight screening tool like Truffle ($49/month) can be cheaper than a full platform"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|deepseek-small|Workable", "prompt": "c165-m4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Some tools (like Workable at ~$299/month) quote a base price but charge *extra* (~$59–109/month) for AI screening"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|google-small|Eightfold", "prompt": "c165-m4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Eightfold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you cannot afford enterprise-grade platforms like Eightfold or HireVue, which can cost thousands of dollars annually"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|google-small|HireVue", "prompt": "c165-m4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you cannot afford enterprise-grade platforms like Eightfold or HireVue"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|google-small|Manatal", "prompt": "c165-m4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best All-in-One AI ATS: **Manatal**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|google-small|Juicebox", "prompt": "c165-m4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Outbound Sourcing (No Boolean Needed): **Juicebox**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|google-small|HiredAI", "prompt": "c165-m4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HiredAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Alternative:* **HiredAI** offers similar natural language search across a 750M+ talent database for just **$39/month**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|google-small|Zoho Recruit", "prompt": "c165-m4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Free-Tier & Ecosystem Tool: **Zoho Recruit**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|google-small|Skima.AI", "prompt": "c165-m4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Skima.AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Candidate Screening & Assessments: **Skima.AI**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|google-small|Truffle", "prompt": "c165-m4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "*Alternative:* **Truffle** is excellent if you want to combine resume screening with automated, one-way video interviews"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|google-small|Fetcher", "prompt": "c165-m4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Fetcher** | $115 | Hands-off sourcing & outreach |"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|meta-small|Pin", "prompt": "c165-m4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Pin - Offers a free tier with no credit card required and automated multi-channel outreach with 5x better response rates"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|meta-small|GoPerfect", "prompt": "c165-m4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers per-position pricing ($250/month per open role) that aligns costs with actual hiring activity"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|meta-small|Weekday", "prompt": "c165-m4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Weekday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Considered one of the best AI recruiting agents for startups on a budget in 2026."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|meta-small|Juicebox", "prompt": "c165-m4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another top AI recruiting agent for startups on a budget in 2026."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|meta-small|HiredAI", "prompt": "c165-m4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HiredAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A cost-effective option for actively hunting for top-tier talent on a tight budget."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|meta-small|Zoho Recruit", "prompt": "c165-m4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A budget-safe ATS and CRM that makes robust AI recruiting accessible ... with a free plan and paid plans from $30/user/month"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|minimax-small|Manatal", "prompt": "c165-m4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Manatal** ($15/user/mo) – when you're ready to pay, this gives the best AI-to-value ratio"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|minimax-small|Zoho Recruit", "prompt": "c165-m4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pin** or **Zoho Recruit** (free tiers) – to test AI recruitment features without spending"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|minimax-small|Pin", "prompt": "c165-m4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free tier (no credit card required) with access to 850M+ candidate profiles and automated outreach"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|minimax-small|Breezy HR", "prompt": "c165-m4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Breezy HR** – Free plan available for basic needs."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|minimax-small|Juicebox", "prompt": "c165-m4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Has a free version; paid from $99/user/month."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|minimax-small|GoPerfect", "prompt": "c165-m4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "($250/month per open role) – AI handles sourcing and outreach autonomously"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|minimax-small|HiredAI", "prompt": "c165-m4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HiredAI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mentioned as a strong value for tight budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|mistral-small|Pin", "prompt": "c165-m4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers a free tier with no credit card required... making it ideal for small teams and startups on a tight budget."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|mistral-small|Zoho Recruit", "prompt": "c165-m4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pin and Zoho Recruit are especially worth considering"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|mistral-small|Breezy HR", "prompt": "c165-m4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides a free plan and is recommended for small businesses wanting a real applicant tracking system (ATS) with AI features"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|mistral-small|GoPerfect", "prompt": "c165-m4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Charges $250 per month per open role, aligning costs with actual hiring activity."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|moonshot-small|Pin", "prompt": "c165-m4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pin** — Best Free Option for Active Sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|moonshot-small|Manatal", "prompt": "c165-m4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Manatal** — Best Affordable Full-Featured ATS"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|moonshot-small|Zoho Recruit", "prompt": "c165-m4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Recruit** — Best Free Plan for Very Small Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|moonshot-small|TalentLyft", "prompt": "c165-m4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "TalentLyft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sourcing from job boards and social media"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|moonshot-small|Workable", "prompt": "c165-m4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free tier | All-in-one SMB hiring"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|moonshot-small|Humanly", "prompt": "c165-m4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Humanly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free plan available | Conversational AI/chat-based screening"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|openai-small|Zoho Recruit", "prompt": "c165-m4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a company on a **limited budget**, the best AI recruiter is usually **Zoho Recruit**."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|openai-small|Hirevue", "prompt": "c165-m4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Hirevue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "tools like **Hirevue** or **Braintrust AIR** are stronger, but they're typically not the best first choice for a tight budget"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|openai-small|Braintrust AIR", "prompt": "c165-m4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Braintrust AIR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "tools like **Hirevue** or **Braintrust AIR** are stronger, but they're typically not the best first choice for a tight budget"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|xai-small|Manatal", "prompt": "c165-m4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Manatal stands out as the top AI recruiter option"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|xai-small|Zoho Recruit", "prompt": "c165-m4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free/Low-Cost Alternative: Zoho Recruit"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|xai-small|Truffle", "prompt": "c165-m4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Truffle   | $49/mo (credits)        | Video screening, match scoring"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|xai-small|Juicebox", "prompt": "c165-m4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Juicebox  | $99-119/user/mo         | Sourcing from 800M+ profiles"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|xai-small|JazzHR", "prompt": "c165-m4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "JazzHR ($49/mo flat, unlimited users) are budget-friendly but lighter on AI"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|xai-small|HireVue", "prompt": "c165-m4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise tools (e.g., HireVue) as they start at $35K/year."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|zai-small|Breezy HR", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a full ATS at zero cost: start with **Breezy HR Bootstrap** or **Zoho Recruit**."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|zai-small|Zoho Recruit", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Breezy HR Bootstrap** or **Zoho Recruit**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|zai-small|Manatal", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Manatal** or **Hirevire** are excellent choices."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|zai-small|Hirevire", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Low per‑seat pricing ($15/user or $39/mo) with strong AI features."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|zai-small|Fabric", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Combines sourcing, screening, and interviewing at a reasonable flat rate."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|zai-small|Loxo", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your main need is AI sourcing and outreach: **Pin**, **Loxo**, **Juicebox**, or **Fetcher**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|zai-small|Pin", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Small teams that need AI sourcing and outreach but want to try before buying."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|zai-small|Juicebox", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Higher per‑seat cost compared to full ATS tools. Free plan is very limited."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m4|zai-small|Fetcher", "prompt": "c165-m4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "No free tier. May be overkill for very small teams with low hiring volume."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m5|xai-small|Humanly", "prompt": "c165-m5", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Humanly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 tools (e.g., via G2 reviews: Humanly, Phenom, Vervo e)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m5|xai-small|Phenom", "prompt": "c165-m5", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3-5 tools (e.g., via G2 reviews: Humanly, Phenom, Vervo e)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m5|xai-small|Vervo e", "prompt": "c165-m5", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Vervo e", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3-5 tools (e.g., via G2 reviews: Humanly, Phenom, Vervo e)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|alibaba-small|HireVue", "prompt": "c165-m6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** It relies on pseudoscientific \"body language\" theories."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|alibaba-small|Pymetrics", "prompt": "c165-m6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Pymetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid:** You cannot really \"game\" the system to get a high score because the benchmarking is often secret"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|alibaba-small|Jobscan", "prompt": "c165-m6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Jobscan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some vendors (like Jobscan or various ATS plugins) give you a \"match rate\" score. Be wary of tools that rely too heavily on keyword matching."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|alibaba-small|Mya (Paradox)", "prompt": "c165-m6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Mya (Paradox)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "apply through a third-party link to a portal like **Mya (Paradox)** ... you are being filtered by an algorithm"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|alibaba-small|Talmundo", "prompt": "c165-m6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Talmundo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "a portal like **Mya (Paradox)**, **Talmundo**, or **VeraCode** that immediately starts \"chatting\" with you"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|alibaba-small|VeraCode", "prompt": "c165-m6", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "VeraCode", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Talmundo**, or **VeraCode** that immediately starts \"chatting\" with you or requires a video intro before a human recruiter reviews your resume"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|anthropic-small|Amazon", "prompt": "c165-m6", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Amazon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Amazon was forced to scrap its AI-driven recruitment tool after discovering that it penalized resumes containing the word \"women\""}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|anthropic-small|HireVue", "prompt": "c165-m6", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "research found that those algorithms disadvantaged non-white and deaf applicants"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|anthropic-small|iTutorGroup", "prompt": "c165-m6", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "iTutorGroup", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "paid $365,000 to settle an AI screening discrimination lawsuit"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|anthropic-small|Workday", "prompt": "c165-m6", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Major cases are currently underway against Workday, Eightfold AI, Sirius XM, and Meta."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|anthropic-small|Eightfold AI", "prompt": "c165-m6", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Major cases are currently underway against Workday, Eightfold AI, Sirius XM, and Meta."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|deepseek-small|Workday (HiredScore)", "prompt": "c165-m6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday (HiredScore)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Workday, Eightfold AI, and HireVue are the ones currently under the most legal scrutiny, so approach them ... with caution."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|deepseek-small|Eightfold AI", "prompt": "c165-m6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Workday, Eightfold AI, and HireVue are the ones currently under the most legal scrutiny, so approach them ... with caution."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|deepseek-small|HireVue", "prompt": "c165-m6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Hit with an FTC complaint (by EPIC) over facial-scanning/facial-expression analysis during video interviews, which was found biased"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|deepseek-small|Amazon's old internal recruiting tool", "prompt": "c165-m6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Amazon's old internal recruiting tool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Amazon scrapped its AI resume screener after it penalized women for technical roles"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|google-small|Workday", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Workday is currently defending a high-profile, nationwide class-action lawsuit (*Mobley v. Workday*)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|google-small|Eightfold AI", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "sued in early 2026 in a class-action lawsuit arguing that its automated candidate-ranking and screening tools function as \"undisclosed consumer reports\""}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|google-small|Greenhouse", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These major platforms have come under scrutiny from consumer rights attorneys investigating whether their automated screening algorithms violate the Fair Credit Reporting Act"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|google-small|Lever", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "have come under scrutiny from consumer rights attorneys investigating whether their automated screening algorithms violate the Fair Credit Reporting Act (FCRA)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|google-small|Ashby", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Ashby", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "have come under scrutiny from consumer rights attorneys investigating whether their automated screening algorithms violate the Fair Credit Reporting Act (FCRA)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|google-small|HireVue", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "HireVue historically used this \"facial analysis\" feature but dropped it in 2021 following massive backlash"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|google-small|SiriusXM\\u2019s AI Screening", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "SiriusXM\\u2019s AI Screening", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "alleging that its AI screening tools relied on historical hiring data that perpetuated racial bias against Black applicants"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|google-small|GPT-4", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "GPT-4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid raw prompt-based screening.** Standard LLMs are not built for compliance or objective hiring."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|google-small|Claude", "prompt": "c165-m6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid raw prompt-based screening.** Standard LLMs are not built for compliance or objective hiring."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|mistral-small|HireVue", "prompt": "c165-m6", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools that analyze facial expressions, body language, or vocal tone (e.g., HireVue's former video analysis features) have been criticized for being pseudoscientific and potentially discriminatory."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|mistral-small|Amazon's experimental AI recruiting tool", "prompt": "c165-m6", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Amazon's experimental AI recruiting tool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Amazon's experimental AI recruiting tool was scrapped after it learned to downgrade resumes from women's colleges"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|mistral-small|Pymetrics", "prompt": "c165-m6", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Pymetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Some AI-powered games and tests (e.g., Pymetrics) have been criticized for opaque scoring methods and potential bias"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|mistral-small|Retorio", "prompt": "c165-m6", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Retorio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "These tools claim to debias hiring but have been questioned by experts. They may still reinforce biases or provide unreliable assessments"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|mistral-small|myInterview", "prompt": "c165-m6", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "myInterview", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Video Interview Analyzers (Retorio, myInterview, etc.) ... may still reinforce biases or provide unreliable assessments"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|mistral-small|Eightfold AI", "prompt": "c165-m6", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "AI systems that do not provide transparency about how candidates are scored or ranked (e.g., Eightfold AI, Workday) have faced lawsuits alleging discrimination"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|mistral-small|Workday", "prompt": "c165-m6", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "(e.g., Eightfold AI, Workday) have faced lawsuits alleging discrimination and lack of due process for applicants"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|mistral-small|iTutorGroup's AI screener", "prompt": "c165-m6", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "iTutorGroup's AI screener", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Tools that screen out older applicants (e.g., iTutorGroup's AI screener, which led to a $365K EEOC settlement) are especially risky"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|moonshot-small|Workday", "prompt": "c165-m6", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Currently facing a major class-action lawsuit (Mobley v. Workday) alleging its AI screening tools discriminate based on disability, race, age, and gender"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|moonshot-small|Eightfold AI", "prompt": "c165-m6", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Facing a class-action lawsuit filed in January 2024 alleging its automated screening functions as an undisclosed consumer report"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|moonshot-small|HireVue", "prompt": "c165-m6", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Their speech recognition algorithms were found to disadvantage non-white and deaf applicants"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|xai-small|Eightfold AI", "prompt": "c165-m6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Subject to class-action lawsuits ... alleging it creates secret \"consumer reports\" scoring applicants ... potentially violating the Fair Credit Reporting Act"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|xai-small|HireVue", "prompt": "c165-m6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequent scrutiny for AI video interview analysis ... accused of bias against disabilities, race, and accents."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|xai-small|Workday", "prompt": "c165-m6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Involved in ongoing litigation like *Mobley v. Workday* (since 2023), questioning liability for AI-driven hiring discrimination"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|xai-small|Paradox.ai", "prompt": "c165-m6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Paradox.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Linked to a major 2026 data breach via McDonald's hiring platform, exposing ~64 million applicants' data"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|xai-small|Juicebox", "prompt": "c165-m6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Juicebox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Harsh user reviews call it \"unstable, overhyped,\" with crashes, poor support, and minimal value beyond basic search"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|zai-small|HireVue", "prompt": "c165-m6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like **HireVue, Eightfold AI, Workday, Greenhouse, Lever, and Ashby** have either faced active lawsuits or been documented as having significant bias issues."}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|zai-small|Eightfold AI", "prompt": "c165-m6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Class‑action lawsuit over undisclosed screening"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|zai-small|Workday", "prompt": "c165-m6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Multiple lawsuits allege Workday's AI‑powered HR software weeds out applicants using proxies like employment gaps"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|zai-small|Greenhouse", "prompt": "c165-m6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Potential FCRA violations**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|zai-small|Lever", "prompt": "c165-m6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Lever", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Potential FCRA violations**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|zai-small|Ashby", "prompt": "c165-m6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Ashby", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Potential FCRA violations**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|zai-small|Amazon’s internal recruiting tool", "prompt": "c165-m6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Amazon’s internal recruiting tool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Amazon scrapped its 2014–2015 AI recruiting engine because it learned from a decade of male‑dominated resumes"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|zai-small|Sapia.ai", "prompt": "c165-m6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Sapia.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Uses blind, structured first interviews with explainable scoring and real‑time scheduling; hiring managers remain in control"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|zai-small|Tenzo AI", "prompt": "c165-m6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Tenzo AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Prioritizes structured rubric scoring and audit‑ready artifacts"}, {"id": "mai-20260918-0021-calibration_b-2|c165-m6|zai-small|IBM AI Fairness 360", "prompt": "c165-m6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "IBM AI Fairness 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "An open‑source toolkit for detecting and mitigating bias in hiring models"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|alibaba-small|Manatal", "prompt": "c165-s1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall \"All-in-One\" Solution: **Manatal** ... Start with **Manatal** if you need to organize your process efficiently on a budget."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|alibaba-small|Fetcher", "prompt": "c165-s1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for \"Hands-Off\" Sourcing: **Fetcher**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|alibaba-small|Gem", "prompt": "c165-s1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Pipeline Management: **Gem**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|alibaba-small|Paradox (Oscar)", "prompt": "c165-s1", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox (Oscar)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Drowning in back-and-forth scheduling.** | **Paradox (Oscar)** |"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|anthropic-small|Zoho Recruit", "prompt": "c165-s1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Recruit is an ATS and CRM in one with an AI assistant that's best for small or medium businesses wanting to combine multiple functionalities into one tool"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|anthropic-small|Workable", "prompt": "c165-s1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "balances a massive suite of features with an interface that won't overwhelm a small team"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|anthropic-small|Breezy HR", "prompt": "c165-s1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best choice for small businesses that prioritize usability and a low-cost starting point"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|anthropic-small|Manatal", "prompt": "c165-s1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "earned a high rating for pricing and advanced features"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|anthropic-small|Noon's AI Sourcer", "prompt": "c165-s1", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Noon's AI Sourcer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "searches the open web for matching candidates, evaluates them against your criteria, and runs personalized outreach"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|challenger-small|Pin", "prompt": "c165-s1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best single pick is usually **Pin** if your main need is proactive sourcing and outreach"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|challenger-small|Truffle", "prompt": "c165-s1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Truffle** is a strong alternative for small businesses hiring the same roles repeatedly"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|challenger-small|Workable", "prompt": "c165-s1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Workable or Breezy HR** if you want a broader ATS-style hiring system with AI features"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|challenger-small|Breezy HR", "prompt": "c165-s1", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Workable or Breezy HR** if you want a broader ATS-style hiring system with AI features"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|deepseek-small|Pin", "prompt": "c165-s1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pin — Best overall for sourcing & outreach (from $100/mo, free tier)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|deepseek-small|Braintrust AIR", "prompt": "c165-s1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Braintrust AIR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Pin or Braintrust AIR depending on your bottleneck"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|deepseek-small|Juicebox", "prompt": "c165-s1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best natural-language people search... only worth it if you're hiring consistently"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|deepseek-small|Manatal", "prompt": "c165-s1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "affordable full ATS with AI features; good for very tight budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|deepseek-small|Recooty", "prompt": "c165-s1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Recooty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "lightweight and affordable for low hiring volume"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|deepseek-small|Workable", "prompt": "c165-s1", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more robust/mid-market, from per-employee tiers; overkill for many small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|google-small|Workable", "prompt": "c165-s1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one software to do everything ... **Choose Workable**."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|google-small|Juicebox", "prompt": "c165-s1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you struggle to get qualified inbound applicants ... **Choose Juicebox**."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|google-small|Pin (Pin.com)", "prompt": "c165-s1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin (Pin.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a founder/solo operator who wants a cheap, automated \"recruiter in a box\" ... **Choose Pin**."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|google-small|Manatal", "prompt": "c165-s1", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have a tight budget and just need a clean ATS with smart candidate-matching capabilities: **Choose Manatal**."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|meta-small|Workable", "prompt": "c165-s1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated options include Workable, Braintrust AIR, and Juicebox."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|meta-small|Braintrust AIR", "prompt": "c165-s1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Braintrust AIR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated options include Workable, Braintrust AIR, and Juicebox."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|meta-small|Juicebox", "prompt": "c165-s1", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated options include Workable, Braintrust AIR, and Juicebox."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|minimax-small|Pin", "prompt": "c165-s1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If budget is tight and you need strong sourcing fast** – try **Pin**. The free tier is generous"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|minimax-small|Workable", "prompt": "c165-s1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want the most complete, “set‑and‑forget” solution** – go with **Workable**."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|minimax-small|Braintrust AIR", "prompt": "c165-s1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Braintrust AIR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Braintrust AIR** is a low‑effort way to get a qualified shortlist."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|minimax-small|Manatal", "prompt": "c165-s1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you only need a lightweight ATS with basic AI matching** – **Manatal** gives you that"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|minimax-small|Juicebox", "prompt": "c165-s1", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free tier with AI sourcing and a basic ATS; good for very early‑stage B2B startups"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|mistral-small|Workable", "prompt": "c165-s1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Workable** or **Pin** are likely the best choices"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|mistral-small|Pin", "prompt": "c165-s1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, **Workable** or **Pin** are likely the best choices"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|mistral-small|Braintrust AIR", "prompt": "c165-s1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Braintrust AIR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Braintrust AIR** is also a strong contender"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|mistral-small|Juicebox", "prompt": "c165-s1", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Juicebox offers a free tier and transparent pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|moonshot-small|Manatal", "prompt": "c165-s1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Manatal** \\u2014 Best Value for Small Teams ... For a small B2B company, **Manatal** or **Workable** are typically the best starting points"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|moonshot-small|Workable", "prompt": "c165-s1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a small B2B company, **Manatal** or **Workable** are typically the best starting points"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|moonshot-small|Fetcher", "prompt": "c165-s1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fetcher** \\u2014 Best for Passive Candidate Sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|moonshot-small|Paradox (Olivia)", "prompt": "c165-s1", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Paradox (Olivia) \\u2014 but requires sales call for pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|openai-small|Lever", "prompt": "c165-s1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Lever", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Lever or Greenhouse**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|openai-small|Greenhouse", "prompt": "c165-s1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "my default recommendation would be **Lever or Greenhouse**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|openai-small|Braintrust AIR", "prompt": "c165-s1", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Braintrust AIR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a more \"AI recruiter\" that automates screening/interviewing:** **Braintrust AIR**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|xai-small|Manatal", "prompt": "c165-s1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Manatal (Best overall value for small teams)**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|xai-small|Pin", "prompt": "c165-s1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pin (Best for proactive sourcing & outreach)**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|xai-small|Workable", "prompt": "c165-s1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workable (Best comprehensive AI ATS)**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|xai-small|Zoho Recruit", "prompt": "c165-s1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Recruit (Best free/budget starter)**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|xai-small|Greenhouse", "prompt": "c165-s1", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "favor these for SMBs over enterprise like Greenhouse"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|zai-small|Pin", "prompt": "c165-s1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best pick right now is **Pin**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|zai-small|Manatal", "prompt": "c165-s1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small teams & agencies that want an affordable ATS with AI recommendations"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s1|zai-small|Zoho Recruit", "prompt": "c165-s1", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "direct", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teams that want a full-featured ATS with a free tier"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|alibaba-small|Manatal", "prompt": "c165-s2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Manatal is widely considered the best entry-point for budget-conscious teams."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|alibaba-small|HireVire", "prompt": "c165-s2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Speed & Frictionless Screening: **HireVire**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|alibaba-small|Pin", "prompt": "c165-s2", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Active Sourcing (Finding Talent): **Pin**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|anthropic-small|Eddy", "prompt": "c165-s2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eddy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Eddy offers growing teams everything they need from posting jobs to shortlisting candidates in a simple, all-in-one system"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|anthropic-small|Workable", "prompt": "c165-s2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workable is one of the biggest names in the recruiting space... best for comprehensive, all-in-one hiring"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|anthropic-small|Breezy HR", "prompt": "c165-s2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Breezy HR offers a free plan with solid pipeline management"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|anthropic-small|Zoho Recruit", "prompt": "c165-s2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho Recruit starts at a low monthly cost and covers the basics without complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|anthropic-small|JazzHR", "prompt": "c165-s2", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "JazzHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "JazzHR was built for small hiring teams from the start"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|challenger-small|Manatal", "prompt": "c165-s2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Manatal** if you want the safest \"small-team\" choice"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|challenger-small|Truffle", "prompt": "c165-s2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Truffle** is a strong alternative because it combines **resume screening, one-way video interviews, and AI match scores** in one workflow"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|challenger-small|Hirevire", "prompt": "c165-s2", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hirevire** is also worth considering because it offers **multi-format responses** and starts at **$39/month**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|deepseek-small|Hirevire", "prompt": "c165-s2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Overall pick: Hirevire ... I'd lean toward **Hirevire** first."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|deepseek-small|Workable", "prompt": "c165-s2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-up: Workable ... is the safer, more scalable choice \\u2014 just at a higher price point."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|deepseek-small|TestGorilla", "prompt": "c165-s2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a skills-forward approach: TestGorilla"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|deepseek-small|Manatal", "prompt": "c165-s2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Manatal \\u2014 affordable ATS for small teams with built-in AI candidate recommendations"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|deepseek-small|Truffle", "prompt": "c165-s2", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Truffle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Truffle \\u2014 resume review + AI match scores + one-way video interviews in one platform"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|google-small|Workable", "prompt": "c165-s2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workable is the industry gold standard for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|google-small|TestGorilla", "prompt": "c165-s2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "TestGorilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Skills, Soft Skills & Behavioral Screening"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|google-small|Manatal", "prompt": "c165-s2", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget-Friendly Option ... Manatal is highly recommended"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|meta-small|GoPerfect", "prompt": "c165-s2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "GoPerfect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "GoPerfect - an AI recruiting agent that finds, screens, and engages candidates"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|meta-small|HeyMilo", "prompt": "c165-s2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HeyMilo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HeyMilo - best for agentic voice/video screening interviews."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|meta-small|Paradox (Olivia)", "prompt": "c165-s2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "best for high-volume conversational screening at enterprise scale"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|meta-small|HireVue", "prompt": "c165-s2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HireVue - best for structured video interviews + assessments."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|meta-small|Sapia.ai", "prompt": "c165-s2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Sapia.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sapia.ai - best for bias-controlled, blind chat screening."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|meta-small|Willo", "prompt": "c165-s2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Willo - best for lightweight async video screening."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|meta-small|Pin", "prompt": "c165-s2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pin - best for sourcing-led screening of passive candidates."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|meta-small|Joveo", "prompt": "c165-s2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Joveo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Joveo - best for high-volume automated screening inside a recruitment-marketing workflow."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|meta-small|Harver", "prompt": "c165-s2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Harver - best for assessment-driven screening in contact centers/retail."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|meta-small|Eightfold.ai", "prompt": "c165-s2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Eightfold.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Eightfold.ai - best for skills-based talent-intelligence screening."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|meta-small|Workable", "prompt": "c165-s2", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Workable - best for SMBs wanting AI screening built into an ATS."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|minimax-small|Workable", "prompt": "c165-s2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Workable** or **HireScreen.ai**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|minimax-small|HireScreen.ai", "prompt": "c165-s2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "HireScreen.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Workable** or **HireScreen.ai**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|minimax-small|GoPerfect", "prompt": "c165-s2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Positions itself as ideal for small and mid-size businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|minimax-small|Truffle", "prompt": "c165-s2", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Standalone AI screening tool (separate from ATS)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|mistral-small|Workable", "prompt": "c165-s2", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workable** is often the best choice because it is specifically designed for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|mistral-small|Manatal", "prompt": "c165-s2", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is a concern, **Manatal** offers a cost-effective solution with strong AI features."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|mistral-small|GoPerfect", "prompt": "c165-s2", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "GoPerfect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Described as the best AI recruiting agent for small and mid-size businesses in 2026."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|mistral-small|CVViZ", "prompt": "c165-s2", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "CVViZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for SMBs that want AI-driven resume screening and instant job matching."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|moonshot-small|Hirevire", "prompt": "c165-s2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Hirevire** if you want a dedicated screening tool, or **Manatal** if you need a full ATS with AI features"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|moonshot-small|Manatal", "prompt": "c165-s2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Manatal** if you need a full ATS with AI features. Both are affordable, highly rated, and designed with smaller teams in mind."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|moonshot-small|Breezy HR", "prompt": "c165-s2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Breezy HR** – Best for Small Recruiting Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|moonshot-small|Pin", "prompt": "c165-s2", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pin** – Best for Proactive Sourcing + Screening"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|openai-small|Zoho Recruit", "prompt": "c165-s2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Zoho Recruit** as the safest overall pick"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|openai-small|100Hires", "prompt": "c165-s2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**100Hires** is a strong alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|openai-small|CEIPAL ATS", "prompt": "c165-s2", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "CEIPAL ATS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "worth a look, but it's better suited to staffing/recruiting businesses than a typical in-house SMB team"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|xai-small|Manatal", "prompt": "c165-s2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Manatal as the top AI-powered candidate screening tool."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|xai-small|Zoho Recruit", "prompt": "c165-s2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great if you're already in the Zoho ecosystem; offers AI resume matching via Zia but less advanced autonomous screening than Manatal."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|xai-small|Hirevire", "prompt": "c165-s2", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for async video/audio screening with AI transcription (90+ languages)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|zai-small|Hirevire", "prompt": "c165-s2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Hirevire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Hirevire"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|zai-small|Truffle", "prompt": "c165-s2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative Strong Contender: Truffle"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|zai-small|KitaHQ", "prompt": "c165-s2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "KitaHQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focuses on AI CV screening and structured reports for sales roles"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|zai-small|InterviewFlowAI", "prompt": "c165-s2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "InterviewFlowAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tests clarity, presence, coachability, objection handling"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|zai-small|Prelude™", "prompt": "c165-s2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Prelude™", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Screens candidates against your specific selling environment and culture"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s2|zai-small|Willo", "prompt": "c165-s2", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "paraphrase", "raw": "Willo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Willo** | One-way video screening | ~$56/mo"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|alibaba-small|Pin", "prompt": "c165-s3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Pin** if you need to generate a pipeline from scratch."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|alibaba-small|Manatal", "prompt": "c165-s3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Manatal** if you need to organize a messy influx of applications."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|alibaba-small|Fetcher", "prompt": "c165-s3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Fetcher** if you want to stop manual searching but still do the recruiting yourself."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|alibaba-small|Zoho Recruit", "prompt": "c165-s3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Strict budget constraints."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|alibaba-small|Paradox (Olivia)", "prompt": "c165-s3", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** High-volume, frontline, or shift-based hiring."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|anthropic-small|Pin", "prompt": "c165-s3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pin offers access to 850M+ candidate profiles with automated multi-channel outreach and pricing from $100/mo with a free tier"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|anthropic-small|HireEZ", "prompt": "c165-s3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HireEZ collects candidate profiles from diverse sources... AI-powered search helping you find 7x more qualified candidates"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|anthropic-small|Workable", "prompt": "c165-s3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workable's \"AI Recruiter\" searches a database of 400 million profiles to recommend passive candidates"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|anthropic-small|Zoho Recruit", "prompt": "c165-s3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers a genuine forever-free plan... making it one of the most affordable options"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|anthropic-small|Manatal", "prompt": "c165-s3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Manatal ($15/user/mo) is a solid budget alternative for teams that mainly need an ATS"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|anthropic-small|Betterleap", "prompt": "c165-s3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Betterleap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Betterleap uses natural language search so recruiters can articulate hiring requirements naturally"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|anthropic-small|CloudTalk", "prompt": "c165-s3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "CloudTalk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "cloud-based calling platform designed to help recruitment teams manage high-volume candidate communication"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|anthropic-small|Gem", "prompt": "c165-s3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Gem, HireEZ, and SeekOut lead the category"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|anthropic-small|SeekOut", "prompt": "c165-s3", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Gem, HireEZ, and SeekOut lead the category"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|challenger-small|Pin", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for proactive hiring:** **Pin**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|challenger-small|Manatal", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best budget ATS:** **Manatal** or **Zoho Recruit**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|challenger-small|Zoho Recruit", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best budget ATS:** **Manatal** or **Zoho Recruit**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|challenger-small|Workable", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best all-in-one workflow platform:** **Workable**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|challenger-small|Breezy HR", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best simple free-start option:** **Breezy HR**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|challenger-small|Recruiterflow", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Recruiterflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for outreach automation:** **Recruiterflow**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|challenger-small|hireEZ", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for sourcing only:** **hireEZ** or **Fetcher**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|challenger-small|Fetcher", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Automated sourcing-first workflow rather than a traditional ATS | From about $529/mo"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|challenger-small|Metaview", "prompt": "c165-s3", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tools like **Metaview** are different again: they focus on **interview capture and summaries**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|deepseek-small|Manatal", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Manatal for a budget ATS"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|deepseek-small|Juicebox", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Juicebox if sourcing is your problem"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|deepseek-small|Ashby", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More expensive and configuration-light... Ashby only once you have the budget"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|deepseek-small|Hirevive", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Hirevive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best overall value for startups"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|deepseek-small|Breezy HR", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-conscious choice with a generous free plan"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|deepseek-small|Zoho Recruit", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget ATS pick"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|deepseek-small|Workable", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "the fastest job-posting route and an all-in-one ATS that scales with headcount"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|deepseek-small|Truffle", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Hirevive/Truffle to cut screening time"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|deepseek-small|Paradox", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "conversational AI chatbot (Olivia) for scheduling"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|deepseek-small|Fetcher", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "pick a sourcing tool (Juicebox, Fetcher)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|deepseek-small|Metaview", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AI-generated interview notes and summaries"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|deepseek-small|Gem", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Juicebox, Fetcher, Gem, SeekOut"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|deepseek-small|SeekOut", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Juicebox, Fetcher, Gem, SeekOut"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|deepseek-small|Braintrust AIR", "prompt": "c165-s3", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Braintrust AIR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Hirevive, Braintrust AIR, Truffle (video)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|google-small|Juicebox", "prompt": "c165-s3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Lean startup teams and recruiters who want a fast, budget-friendly alternative to a costly LinkedIn Recruiter license."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|google-small|HiredAI", "prompt": "c165-s3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HiredAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly budget-friendly, starting at just $39/month."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|google-small|Truffle", "prompt": "c165-s3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Truffle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "An AI screening platform designed specifically for lean teams that need to review a high volume of candidates."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|google-small|Intervue", "prompt": "c165-s3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Intervue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Non-technical founders or small teams who need to hire engineers"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|google-small|Manatal", "prompt": "c165-s3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with a lightweight, affordable ATS like **Manatal**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|google-small|Workable", "prompt": "c165-s3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Teams looking for a mature, all-in-one system"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|google-small|Breezy HR", "prompt": "c165-s3", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Start with a lightweight, affordable ATS like **Manatal** or **Breezy HR**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|meta-small|Pin", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top AI recruiting tools for small teams include Pin, Manatal, Zoho Recruit, Braintrust AIR, and Juicebox."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|meta-small|Manatal", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some tools, like Pin and Manatal, offer free tiers or affordable pricing plans"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|meta-small|Zoho Recruit", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Pin, Manatal, Zoho Recruit, Braintrust AIR, and Juicebox"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|meta-small|Braintrust AIR", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Braintrust AIR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "others, like Braintrust AIR and Juicebox, offer more advanced features and pricing plans"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|meta-small|Juicebox", "prompt": "c165-s3", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "others, like Braintrust AIR and Juicebox, offer more advanced features and pricing plans"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|minimax-small|Pin", "prompt": "c165-s3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Pin – Best Overall for Small Teams**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|minimax-small|Manatal", "prompt": "c165-s3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Manatal – Best Affordable ATS + AI**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|minimax-small|hireEZ", "prompt": "c165-s3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. hireEZ – Best for Outbound Recruiting**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|minimax-small|GoodTime", "prompt": "c165-s3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "GoodTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. GoodTime – Best for Interview Scheduling**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|minimax-small|Zoho Recruit", "prompt": "c165-s3", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Zoho Recruit – Best Budget Option**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|mistral-small|Breezy HR", "prompt": "c165-s3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small teams, Breezy HR, Manatal, and Recooty are top choices for simplicity and value."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|mistral-small|Manatal", "prompt": "c165-s3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Manatal and Hirefly offer strong AI-driven candidate matching and sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|mistral-small|Hirefly", "prompt": "c165-s3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Hirefly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Manatal and Hirefly are among the most affordable, with clear per-user pricing."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|mistral-small|Recooty", "prompt": "c165-s3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Recooty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Breezy HR and Recooty are often praised for their simplicity and quick setup"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|mistral-small|Zapier", "prompt": "c165-s3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For automation across multiple tools, Zapier is a powerful option."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|mistral-small|Paradox (Olivia chatbot)", "prompt": "c165-s3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia chatbot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need advanced AI features like video screening or chatbots, consider HireVue or Paradox."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|mistral-small|HireVue", "prompt": "c165-s3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need advanced AI features like video screening or chatbots, consider HireVue or Paradox."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|mistral-small|Textio Loop", "prompt": "c165-s3", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Textio Loop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Inclusive job posting"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|moonshot-small|Pin", "prompt": "c165-s3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pin** | Overall small business value | 850M+ profiles + high response rates"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|moonshot-small|Manatal", "prompt": "c165-s3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Small to mid-size teams wanting an affordable all-in-one ATS"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|moonshot-small|Fetcher", "prompt": "c165-s3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If sourcing is your bottleneck → Pin or Fetcher"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|moonshot-small|Qureos", "prompt": "c165-s3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Qureos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a full ATS + AI → Manatal or Qureos"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|moonshot-small|Recooty", "prompt": "c165-s3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Recooty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: SMBs wanting to start hiring quickly without complex setup"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|moonshot-small|Braintrust AIR", "prompt": "c165-s3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Braintrust AIR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Startups with no talent acquisition function"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|moonshot-small|Juicebox", "prompt": "c165-s3", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Startups on a tight budget"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|openai-small|Workable", "prompt": "c165-s3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workable** — Best if you want an **all-in-one ATS with AI built in**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|openai-small|Zoho Recruit", "prompt": "c165-s3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a **budget-friendly ATS** with AI features and a lighter-weight setup"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|openai-small|Manatal", "prompt": "c165-s3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for teams that want an **affordable ATS + CRM** with AI candidate recommendations"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|openai-small|Recruiterflow", "prompt": "c165-s3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Recruiterflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for teams that want a **recruiting CRM + ATS** feel with automation"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|openai-small|Breezy HR", "prompt": "c165-s3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if you want a more traditional **ATS with AI-assisted workflows**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|openai-small|Teamtailor", "prompt": "c165-s3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Teamtailor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best if you want a more traditional **ATS with AI-assisted workflows**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|openai-small|Greenhouse", "prompt": "c165-s3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Need one system for everything?** Pick **Workable** or **Greenhouse**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|openai-small|SeekOut", "prompt": "c165-s3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best if your main pain is **finding candidates**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|openai-small|hireEZ", "prompt": "c165-s3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "These are sourcing-first tools, not full ATS replacements"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|openai-small|Juicebox", "prompt": "c165-s3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Need better sourcing?** Look at **SeekOut**, **hireEZ**, or **Juicebox**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|openai-small|Gem", "prompt": "c165-s3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Best for **candidate outreach and pipeline engagement**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|openai-small|Humanly", "prompt": "c165-s3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Humanly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Need automated screening/interviewing?** Look at **Humanly** or **HireVue**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|openai-small|HireVue", "prompt": "c165-s3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Best when you need **screening, interview automation, or high-volume candidate interaction**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|openai-small|Paradox", "prompt": "c165-s3", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Humanly / HireVue / Paradox** — Best when you need **screening, interview automation**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|xai-small|Manatal", "prompt": "c165-s3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Manatal for AI depth on budget"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|xai-small|Breezy HR", "prompt": "c165-s3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Truly free tier for testing; flat pricing scales well"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|xai-small|Zoho Recruit", "prompt": "c165-s3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free/low-cost start; per-user but caps jobs/resumes; AI gated higher"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|xai-small|Workable", "prompt": "c165-s3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricier but feature-rich; best for active hiring volume, not ultra-budget."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|xai-small|Pin", "prompt": "c165-s3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pin for outreach"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|xai-small|JazzHR", "prompt": "c165-s3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Less AI depth than Manatal/Workable; good for bootstraps but may need integrations for advanced needs."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|xai-small|Juicebox", "prompt": "c165-s3", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "strong for tech/niche roles; newer, integrates w/ ATS/CRMs"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|zai-small|Paradox (Olivia)", "prompt": "c165-s3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Paradox (Olivia)** - **Best for:** Teams wanting conversational AI that feels human"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|zai-small|Ashby", "prompt": "c165-s3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Ashby", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best for:** Small teams wanting a complete ATS with minimal complexity ... **For simplicity and ease of use:** Ashby"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|zai-small|SmartRecruiters", "prompt": "c165-s3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For growing teams needing scalability:** SmartRecruiters"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|zai-small|Ideal", "prompt": "c165-s3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Ideal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For automated screening:** Ideal"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|zai-small|HireEZ", "prompt": "c165-s3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For advanced AI sourcing:** HireEZ"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|zai-small|Greenhouse", "prompt": "c165-s3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For strong employer branding:** Greenhouse"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s3|zai-small|Manatal", "prompt": "c165-s3", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For budget-conscious teams:** Manatal"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|alibaba-small|Pin", "prompt": "c165-s4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pin is widely considered the top choice for small teams because its free tier is robust and requires no credit card."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|alibaba-small|HiredAI", "prompt": "c165-s4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HiredAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HiredAI** is often cited as a \"steal\" for active hunting"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|alibaba-small|EasyHire", "prompt": "c165-s4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "EasyHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EasyHire uses AI to analyze async video interviews and resume responses"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|alibaba-small|Breezy HR", "prompt": "c165-s4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Breezy is the standard for low-budget startups"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|alibaba-small|Greenhouse", "prompt": "c165-s4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "making it cheaper than enterprise tools like Greenhouse or Lever"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|alibaba-small|Lever", "prompt": "c165-s4", "model": "alibaba-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "cheaper than enterprise tools like Greenhouse or Lever"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|anthropic-small|Breezy HR", "prompt": "c165-s4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Breezy HR** - Its flat monthly pricing with no per-seat fees makes it budget-predictable... incredibly affordable at $39/month"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|anthropic-small|Klearskill", "prompt": "c165-s4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Klearskill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Klearskill charges $100 per month flat, covering up to 10,000 CVs regardless of team size"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|anthropic-small|Recooty", "prompt": "c165-s4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Recooty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recooty's affordable Starter plan costs $79 monthly for 5 jobs and 20 users"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|anthropic-small|Manatal", "prompt": "c165-s4", "model": "anthropic-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Manatal starts at $15 per user per month and includes functional AI candidate scoring"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|challenger-small|Breezy HR", "prompt": "c165-s4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best\" pick is usually **Breezy HR** if you want a **free plan** and predictable costs"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|challenger-small|Manatal", "prompt": "c165-s4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Manatal** is the best low-cost paid option if you can spend a little each month"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|challenger-small|Pin", "prompt": "c165-s4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pin** or **GoPerfect** can be attractive, but they are more focused on proactive sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|challenger-small|GoPerfect", "prompt": "c165-s4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pin** or **GoPerfect** can be attractive, but they are more focused on proactive sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|challenger-small|Zoho Recruit", "prompt": "c165-s4", "model": "challenger-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Zoho Recruit** if you want a budget-safe all-in-one ATS/CRM and can accept a slightly less polished feel"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|deepseek-small|Manatal", "prompt": "c165-s4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Manatal** and **Zoho Recruit** are the most consistently recommended \"AI + ATS together\" options"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|deepseek-small|Zoho Recruit", "prompt": "c165-s4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zoho Recruit** is arguably the best if you need a genuinely free starting point"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|deepseek-small|Pin", "prompt": "c165-s4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pin** (free tier, paid from ~$100/mo) is repeatedly cited as the top pick for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|deepseek-small|EasyHire.me", "prompt": "c165-s4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "EasyHire.me", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**EasyHire.me** has a permanent free plan and AI analysis built in"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|deepseek-small|Hirevire", "prompt": "c165-s4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Hirevire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Screening + video interviews, no per-interview fees"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|deepseek-small|Breezy HR", "prompt": "c165-s4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zoho Recruit and Breezy HR both have legitimate free plans"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|deepseek-small|Lever", "prompt": "c165-s4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Lever", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "far cheaper for small teams than high-end seat subscriptions like Lever or Ashby"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|deepseek-small|Ashby", "prompt": "c165-s4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Ashby", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "far cheaper for small teams than high-end seat subscriptions like Lever or Ashby"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|deepseek-small|InterviewFlowAI", "prompt": "c165-s4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "InterviewFlowAI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a tool like InterviewFlowAI (~$0.99/interview)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|deepseek-small|SmartRecruiters", "prompt": "c165-s4", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SmartRecruiters' free tier can beat a full ATS subscription"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|google-small|Manatal", "prompt": "c165-s4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Manatal is the industry standard for budget-conscious teams"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|google-small|Zoho Recruit", "prompt": "c165-s4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best \"Zero-Risk\" Free Tiers: **Zoho Recruit & Breezy HR**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|google-small|Breezy HR", "prompt": "c165-s4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Zero-Risk\" Free Tiers: **Zoho Recruit & Breezy HR**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|google-small|LinkedIn Recruiter", "prompt": "c165-s4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "enterprise tools like LinkedIn Recruiter are prohibitively expensive (often costing thousands per year)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|google-small|Pin", "prompt": "c165-s4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best AI Sourcing Agent (To Find Passive Talent): **Pin**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|google-small|HiredAI", "prompt": "c165-s4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HiredAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best AI Sourcing on an Ultra-Tight Budget: **HiredAI**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|google-small|Truffle", "prompt": "c165-s4", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Truffle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for High-Volume Screening: **Truffle**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|meta-small|HiredAI", "prompt": "c165-s4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HiredAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "HiredAI - a cost-effective solution for actively hunting for top-tier talent."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|meta-small|Workable", "prompt": "c165-s4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workable - a robust, battle-tested system to manage everything from sourcing to onboarding."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|meta-small|GoPerfect", "prompt": "c165-s4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers the best value for startups with per-position pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|meta-small|Pin", "prompt": "c165-s4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Pin - the top choice overall with 850M+ candidate profiles"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|meta-small|Zoho Recruit", "prompt": "c165-s4", "model": "meta-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "priced at $25 per recruiter/month, best for small businesses on a budget"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|minimax-small|Zoho Recruit", "prompt": "c165-s4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Zoho Recruit"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|minimax-small|Manatal", "prompt": "c165-s4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Manatal** - Known for affordable pricing and AI features"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|minimax-small|Fetcher", "prompt": "c165-s4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fetcher** - Focuses on automated candidate sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|minimax-small|GreytHR", "prompt": "c165-s4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GreytHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GreytHR** - Cost-effective ATS with recruitment features"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|minimax-small|Ashby", "prompt": "c165-s4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Ashby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ashby** - Modern ATS with AI capabilities, competitive pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|minimax-small|Talent.com", "prompt": "c165-s4", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Talent.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Talent.com** - Free job posting with basic screening features"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|mistral-small|Pin", "prompt": "c165-s4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AI recruiter for a small company with a tight budget is **Pin**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|mistral-small|HiredAI", "prompt": "c165-s4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HiredAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options include **HiredAI** for active talent hunting"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|mistral-small|GoPerfect", "prompt": "c165-s4", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "GoPerfect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GoPerfect**, which charges per position ($250/month per open role) and handles sourcing and outreach autonomously"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|moonshot-small|Manatal", "prompt": "c165-s4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Manatal** – Best Overall Value ... One of the most affordable full-featured AI recruiting platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|moonshot-small|Zoho Recruit", "prompt": "c165-s4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Zoho Recruit's free plan if you only have 1-2 open jobs at a time"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|moonshot-small|Pin", "prompt": "c165-s4", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Try Pin's free tier if your main challenge is finding candidates"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|openai-small|Zoho Recruit", "prompt": "c165-s4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest bet is usually **Zoho Recruit** or **AvaHR**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|openai-small|AvaHR", "prompt": "c165-s4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "AvaHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the safest bet is usually **Zoho Recruit** or **AvaHR**"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|openai-small|100Hires", "prompt": "c165-s4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another budget-friendly pick for small teams, with a flat **$49/month** starting price"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|openai-small|HireMike", "prompt": "c165-s4", "model": "openai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "HireMike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "positioned specifically for small business owners without recruiters or HR teams, though pricing is less transparent"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|xai-small|Zoho Recruit", "prompt": "c165-s4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Recruit stands out as one of the best AI-powered recruiting tools due to its forever-free plan"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|xai-small|Manatal", "prompt": "c165-s4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more sourcing, test Manatal's trial."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|xai-small|Breezy HR", "prompt": "c165-s4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free | Pipeline management, basic automation | Free ATS basics | Yes (solid for starters)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|xai-small|Pin", "prompt": "c165-s4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "$100/mo (Starter) | AI sourcing (850M+ profiles), outreach | Sourcing talent actively"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|xai-small|EasyHire.me", "prompt": "c165-s4", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "EasyHire.me", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI video interview analysis | Interview screening"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|zai-small|Manatal", "prompt": "c165-s4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick for Most Small Companies: Manatal"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|zai-small|ClearMatch ATS", "prompt": "c165-s4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "ClearMatch ATS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Resume Screening Only: ClearMatch ATS"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|zai-small|Pin", "prompt": "c165-s4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Sourcing + Outreach: Pin"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|zai-small|Zoho Recruit", "prompt": "c165-s4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free ATS with Basic AI: Zoho Recruit"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s4|zai-small|ResumeCoach", "prompt": "c165-s4", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "budget", "raw": "ResumeCoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Simple AI Resume Analysis: ResumeCoach"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|google-small|Metaview", "prompt": "c165-s5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Metaview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Metaview** for automated interview note-taking"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|google-small|Juicebox", "prompt": "c165-s5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Juicebox/Fetcher** for AI-driven sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|google-small|Fetcher", "prompt": "c165-s5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Juicebox/Fetcher** for AI-driven sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|google-small|Workable", "prompt": "c165-s5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look for lightweight, AI-native ATS systems (like **Workable**, **Spott**, or **Talsense**)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|google-small|Spott", "prompt": "c165-s5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Spott", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look for lightweight, AI-native ATS systems (like **Workable**, **Spott**, or **Talsense**)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|google-small|Talsense", "prompt": "c165-s5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Talsense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tools like **Talsense** or **Ezra** can conduct real-time conversational voice or chat-based screening."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|google-small|Ezra", "prompt": "c165-s5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Ezra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tools like **Talsense** or **Ezra** can conduct real-time conversational voice or chat-based screening."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|google-small|Eightfold", "prompt": "c165-s5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Eightfold", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Large enterprise AI tools (like Eightfold or Paradox) require months of integration... For a 30-person company, this is a non-starter."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|google-small|Paradox", "prompt": "c165-s5", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Paradox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Large enterprise AI tools (like Eightfold or Paradox) require months of integration... For a 30-person company, this is a non-starter."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|minimax-small|Manatal", "prompt": "c165-s5", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Companies like Manatal, Pymetrics, or even Paradox (for conversational AI) might be worth exploring."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|minimax-small|Pymetrics", "prompt": "c165-s5", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Pymetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Companies like Manatal, Pymetrics, or even Paradox (for conversational AI) might be worth exploring."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|minimax-small|Paradox", "prompt": "c165-s5", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or even Paradox (for conversational AI) might be worth exploring"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|moonshot-small|Manatal", "prompt": "c165-s5", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Budget**: Manatal ($15/user/mo)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|moonshot-small|Zoho Recruit", "prompt": "c165-s5", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho Recruit (free tier available)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|moonshot-small|Juicebox", "prompt": "c165-s5", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mid-range**: Juicebox ($99-119/seat/mo)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|moonshot-small|Pin", "prompt": "c165-s5", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sourcing passive candidates | Pin, Juicebox, Fetcher"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|moonshot-small|JuggleHire", "prompt": "c165-s5", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "JuggleHire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "JuggleHire ($79/mo)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|moonshot-small|Workable", "prompt": "c165-s5", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "All-in-one recruiting | Workable, Lever"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|moonshot-small|Breezy HR", "prompt": "c165-s5", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Zero budget to start | Breezy HR (free)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|moonshot-small|Fetcher", "prompt": "c165-s5", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Sourcing passive candidates | Pin, Juicebox, Fetcher"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|moonshot-small|Lever", "prompt": "c165-s5", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Lever", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "All-in-one recruiting | Workable, Lever"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|xai-small|Manatal", "prompt": "c165-s5", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist 3–5 tools: Manatal, Pin, HireEZ, or Paradox (strong SMB fits per reviews)."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|xai-small|Pin", "prompt": "c165-s5", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist 3–5 tools: Manatal, Pin, HireEZ, or Paradox (strong SMB fits per reviews)."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|xai-small|HireEZ", "prompt": "c165-s5", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist 3–5 tools: Manatal, Pin, HireEZ, or Paradox (strong SMB fits per reviews)."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s5|xai-small|Paradox", "prompt": "c165-s5", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "scale", "raw": "Paradox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shortlist 3–5 tools: Manatal, Pin, HireEZ, or Paradox (strong SMB fits per reviews)."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|deepseek-small|Workday", "prompt": "c165-s6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the *Mobley v. Workday* class action and cases against providers like Eightfold AI target exactly this"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|deepseek-small|Eightfold AI", "prompt": "c165-s6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "This is the highest-risk category legally — the *Mobley v. Workday* class action and cases against providers like Eightfold AI target exactly this."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|deepseek-small|ChatGPT", "prompt": "c165-s6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with free/low-cost tools (ChatGPT for JDs, Calendly for scheduling) and adopt AI incrementally"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|deepseek-small|Calendly", "prompt": "c165-s6", "model": "deepseek-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with free/low-cost tools (ChatGPT for JDs, Calendly for scheduling)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|google-small|HireVue", "prompt": "c165-s6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Even major enterprise players (like HireVue) have phased out facial analysis due to these risks."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|google-small|ChatGPT", "prompt": "c165-s6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid pasting raw resume data into public tools."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|google-small|Claude", "prompt": "c165-s6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Open-Ended Consumer LLMs for Candidate Evaluation (e.g., ChatGPT/Claude) ... Why to avoid it"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|google-small|Greenhouse", "prompt": "c165-s6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Stick to SMB-friendly, streamlined applicant tracking systems (like Greenhouse, Workable, or Breezy HR) that use lightweight, opt-in AI features."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|google-small|Workable", "prompt": "c165-s6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Stick to SMB-friendly, streamlined applicant tracking systems (like Greenhouse, Workable, or Breezy HR)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|google-small|Breezy HR", "prompt": "c165-s6", "model": "google-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Breezy HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Stick to SMB-friendly, streamlined applicant tracking systems (like Greenhouse, Workable, or Breezy HR)"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|minimax-small|HireVue", "prompt": "c165-s6", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**HireVue** has faced discrimination complaints (ACLU filed charges in 2025 ...) - Avoid tools that analyze video interviews for subjective qualities"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|minimax-small|Workday", "prompt": "c165-s6", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Workday** is currently facing a landmark lawsuit (Mobley v. Workday, 2023-2026) alleging discrimination"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|minimax-small|Eightfold AI", "prompt": "c165-s6", "model": "minimax-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Eightfold AI** is also sued in a class-action case (Kistler v. Eightfold AI) for allegedly ranking candidates without transparency"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|mistral-small|LinkedIn AI targeting", "prompt": "c165-s6", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "LinkedIn AI targeting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "basic AI-assisted sourcing (like LinkedIn AI targeting) can be useful for larger hiring volumes"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|mistral-small|HireEZ", "prompt": "c165-s6", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "dedicated AI sourcing tools (e.g., HireEZ, SeekOut) are often overkill and expensive for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|mistral-small|SeekOut", "prompt": "c165-s6", "model": "mistral-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "dedicated AI sourcing tools (e.g., HireEZ, SeekOut) are often overkill and expensive for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|moonshot-small|HireVue", "prompt": "c165-s6", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should **avoid any platform that uses AI to algorithmically score video responses**."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|moonshot-small|Pymetrics", "prompt": "c165-s6", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Pymetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Game-Based and Neuroscience Assessments (e.g., Pymetrics-style)... the AI codifies and scales that bias"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|moonshot-small|Spark Hire", "prompt": "c165-s6", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Spark Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Many affordable alternatives exist for video screening without algorithmic scoring (e.g., Spark Hire, Hireflix)."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|moonshot-small|Hireflix", "prompt": "c165-s6", "model": "moonshot-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Hireflix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Many affordable alternatives exist for video screening without algorithmic scoring (e.g., Spark Hire, Hireflix)."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|xai-small|Workday (especially HiredScore features)", "prompt": "c165-s6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday (especially HiredScore features)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Faces ongoing class-action lawsuits ... alleging age and disability discrimination via algorithmic screening"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|xai-small|Eightfold AI", "prompt": "c165-s6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Subject to class-action suits ... not ideal for small-scale needs"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|xai-small|HireVue", "prompt": "c165-s6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireVue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Long history of bias controversies ... it erodes candidate trust"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|xai-small|HireEZ", "prompt": "c165-s6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "HireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "SMBs report low response rates from candidate fatigue, inaccurate \"matches,\" and workflow overload"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|xai-small|SeekOut", "prompt": "c165-s6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Better for high-volume enterprise; passive candidate sourcing often backfires"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|xai-small|LinkedIn Recruiter AI", "prompt": "c165-s6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "LinkedIn Recruiter AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Better for high-volume enterprise; passive candidate sourcing often backfires"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|xai-small|ChatGPT", "prompt": "c165-s6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Stick to low-risk AI for admin tasks: ChatGPT for job descriptions/interview questions"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|xai-small|Calendly", "prompt": "c165-s6", "model": "xai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Calendly for scheduling"}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|zai-small|Eightfold AI", "prompt": "c165-s6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Sued in 2026 for allegedly compiling applicant dossiers without proper FCRA disclosures... auto-rejecting low-ranked applicants before humans saw them."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|zai-small|Workday", "prompt": "c165-s6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Facing multiple bias lawsuits alleging discrimination against older candidates, people with disabilities, and certain racial groups."}, {"id": "mai-20260918-0021-calibration_b-2|c165-s6|zai-small|Amazon's internal hiring tool", "prompt": "c165-s6", "model": "zai-small", "cat": "ai-recruiting-assistants", "variant": "negative", "raw": "Amazon's internal hiring tool", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Early experiments showed bias toward male-dominated job titles... it highlights the risks of proprietary models."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|alibaba-small|Rippling", "prompt": "c166-l1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-In-One Automation Platform: **Rippling** ... has become the leading choice for modern enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|alibaba-small|Workday", "prompt": "c166-l1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Heavy-Duty HCM Suite: **Workday** ... It is the industry standard for massive global enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|alibaba-small|ClickBoarding", "prompt": "c166-l1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ClickBoarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Dedicated Onboarding Experience: **ClickBoarding**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|alibaba-small|Trainual", "prompt": "c166-l1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Knowledge Transfer & Training: **Trainual** or **Soplinx**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|alibaba-small|Soplinx", "prompt": "c166-l1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Soplinx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Knowledge Transfer & Training: **Trainual** or **Soplinx**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|alibaba-small|BambooHR", "prompt": "c166-l1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Trainual** (now part of the BambooHR ecosystem)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|anthropic-small|Workday", "prompt": "c166-l1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Workday** - Comprehensive HCM platform with strong onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|anthropic-small|SuccessFactors", "prompt": "c166-l1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SuccessFactors** - SAP's enterprise HR solution"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|anthropic-small|BambooHR", "prompt": "c166-l1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**BambooHR** - Good balance of features and usability"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|anthropic-small|ADP Workforce Now", "prompt": "c166-l1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ADP Workforce Now** - Strong payroll and onboarding integration"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|anthropic-small|Guidepoint/Lessonly", "prompt": "c166-l1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Guidepoint/Lessonly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Guidepoint/Lessonly** - Specialized in employee enablement and onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|anthropic-small|Rippling", "prompt": "c166-l1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Rippling** - Modern approach to HR and IT onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|anthropic-small|Namely", "prompt": "c166-l1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Namely** - Strong culture-focused onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|challenger-small|Rippling", "prompt": "c166-l1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single choice in these results is **Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|challenger-small|Workday", "prompt": "c166-l1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday** \\u2014 best for large enterprises that want a comprehensive HCM suite with advanced onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|challenger-small|SAP SuccessFactors", "prompt": "c166-l1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for global compliance and localization in enterprise onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|challenger-small|UKG Pro", "prompt": "c166-l1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "strong for enterprise hourly or frontline workforces with compliance-heavy onboarding needs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|challenger-small|Darwinbox", "prompt": "c166-l1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "good for lifecycle-unified, global onboarding with payroll handoff"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|challenger-small|Paylocity", "prompt": "c166-l1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "useful if you want an all-in-one finance, HR, and IT platform with customizable onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|deepseek-small|Rippling", "prompt": "c166-l1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling — Best Overall for Enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|deepseek-small|Workday", "prompt": "c166-l1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Large Enterprises with Complex HR ... though it can be complex and expensive to implement"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|deepseek-small|UKG (Ultimate Kronos Group)", "prompt": "c166-l1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Enterprise Alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|deepseek-small|SAP SuccessFactors", "prompt": "c166-l1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You're a SAP Shop"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|deepseek-small|BambooHR", "prompt": "c166-l1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lacks the deep scalability, IT provisioning, and multi-entity complexity that true enterprises need"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|google-small|Rippling", "prompt": "c166-l1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for IT Provisioning & Modern HR Automation: **Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|google-small|Enboarder", "prompt": "c166-l1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Human Experience & Engagement: **Enboarder** ... Enboarder is the industry gold standard"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|google-small|Workday Onboarding", "prompt": "c166-l1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Native HCM Ecosystems: **Workday Onboarding**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|google-small|SAP SuccessFactors", "prompt": "c166-l1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workday** or **SAP SuccessFactors** | Offers maximum compliance, custom corporate structures, and seamless security for global scale."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|google-small|WorkRamp", "prompt": "c166-l1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "WorkRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for B2B Enablement & Ramp-to-Productivity: **WorkRamp** or **Seismic Learning**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|google-small|Seismic Learning", "prompt": "c166-l1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Seismic Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "WorkRamp and Seismic Learning (formerly Lessonly) are LMS-first platforms built specifically to train revenue and product teams."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|meta-small|Workday", "prompt": "c166-l1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "a comprehensive HR platform that can handle complex multi-country onboarding requirements, such as Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|meta-small|Waybook", "prompt": "c166-l1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Waybook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top-rated onboarding software include those reviewed by People Managing People, Waybook, Forbes, and HR University"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|minimax-small|Rippling", "prompt": "c166-l1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** or **Workday** are the top recommendations"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|minimax-small|Workday", "prompt": "c166-l1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rippling** or **Workday** are the top recommendations"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|minimax-small|UKG (Ultimate Kronos Group)", "prompt": "c166-l1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for multi-entity organizations requiring standardized processes"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|minimax-small|SAP SuccessFactors", "prompt": "c166-l1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already embedded in the SAP ecosystem, SuccessFactors is a natural fit."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|minimax-small|Cornerstone OnDemand", "prompt": "c166-l1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For companies prioritizing learning + onboarding, Cornerstone OnDemand excels."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|minimax-small|ADP Workforce Now", "prompt": "c166-l1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Excellent for automated payroll and compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|minimax-small|Greenhouse", "prompt": "c166-l1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best if hiring/ATS is priority alongside onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|minimax-small|Click Boarding", "prompt": "c166-l1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Click Boarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong enterprise focus with good ratings"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|minimax-small|BambooHR", "prompt": "c166-l1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Growing enterprises (200+ employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|minimax-small|Whatfix", "prompt": "c166-l1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Whatfix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Digital adoption and in-app guidance"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|mistral-small|Rippling", "prompt": "c166-l1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling and BambooHR are top choices due to their comprehensive features and scalability"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|mistral-small|BambooHR", "prompt": "c166-l1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Rippling and BambooHR are top choices due to their comprehensive features and scalability"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|mistral-small|Click Boarding", "prompt": "c166-l1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Click Boarding is excellent for large-scale, branded onboarding experiences"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|mistral-small|Tango", "prompt": "c166-l1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Tango", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tango is best for process documentation and training"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|moonshot-small|Workday Onboarding", "prompt": "c166-l1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday Onboarding", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** is the market leader for a reason"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|moonshot-small|SAP SuccessFactors Onboarding", "prompt": "c166-l1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "SAP SuccessFactors Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're already invested in SAP or Oracle, staying within that ecosystem usually provides better integration value"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|moonshot-small|Oracle HCM Cloud", "prompt": "c166-l1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Global enterprises embedded in the Oracle ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|moonshot-small|Rippling", "prompt": "c166-l1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a more modern, user-friendly alternative that still scales well, **Rippling** is increasingly popular"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|moonshot-small|HR Cloud", "prompt": "c166-l1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HR Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Frontline workers and compliance-heavy industries"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|moonshot-small|Deel", "prompt": "c166-l1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Global remote hiring | Deel"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|openai-small|Workday HCM", "prompt": "c166-l1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall: Workday HCM**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|openai-small|SAP SuccessFactors Onboarding", "prompt": "c166-l1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "SAP SuccessFactors Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your company already runs SAP or needs especially strong onboarding-specific workflow/compliance depth, SAP SuccessFactors may be the better fit."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|openai-small|ServiceNow HR Service Delivery", "prompt": "c166-l1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "as strong alternatives depending on your stack and needs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|openai-small|Rippling", "prompt": "c166-l1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "as strong alternatives depending on your stack and needs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|openai-small|ADP Workforce Now", "prompt": "c166-l1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "highlight Workday HCM, ServiceNow HR Service Delivery, Rippling, SAP SuccessFactors HCM, ADP Workforce Now, and UKG Pro among the leading enterprise options"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|openai-small|UKG Pro", "prompt": "c166-l1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ADP Workforce Now, and UKG Pro among the leading enterprise options"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|xai-small|Rippling", "prompt": "c166-l1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** (Frequently #1 overall for enterprises)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|xai-small|Workday", "prompt": "c166-l1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise HCM leader with deep onboarding tied to recruiting, payroll, learning, and analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|xai-small|UKG (Ultimate Kronos Group)", "prompt": "c166-l1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "UKG (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Why strong**: Role-based onboarding, global compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|xai-small|iCIMS", "prompt": "c166-l1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "iCIMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Why fits**: Talent acquisition suite with governed, HRIS-linked onboarding."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|xai-small|BambooHR", "prompt": "c166-l1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "BambooHR/Deel (better for mid-market/global)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|xai-small|Deel", "prompt": "c166-l1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "BambooHR/Deel (better for mid-market/global)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|xai-small|Asana", "prompt": "c166-l1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Asana (task automation add-on)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|zai-small|Workday", "prompt": "c166-l1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## 1. Workday — Best for large enterprise HR workflows (500+ employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|zai-small|SAP SuccessFactors", "prompt": "c166-l1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for global enterprise compliance onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|zai-small|Enboarder", "prompt": "c166-l1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for experience orchestration (works with your existing HCM)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|zai-small|ServiceNow + HR Service Delivery", "prompt": "c166-l1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ServiceNow + HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for IT‑driven, service‑oriented onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|zai-small|Rippling", "prompt": "c166-l1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for unified HR + IT provisioning automation"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|zai-small|UKG Pro", "prompt": "c166-l1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for mid‑market HR suite onboarding with strong compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|zai-small|Paycor", "prompt": "c166-l1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for large organizations with unified HCM integration"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l1|zai-small|BambooHR", "prompt": "c166-l1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Simpler option that scales (SMB to mid‑market)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|alibaba-small|Enboarder", "prompt": "c166-l2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Enboarder if your primary goal is improving employee experience and engagement."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|alibaba-small|Workday Onboarding", "prompt": "c166-l2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if You Already Use Workday HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|alibaba-small|Rippling", "prompt": "c166-l2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider Rippling if IT automation and cross-application provisioning are your biggest pain points."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|alibaba-small|SAP SuccessFactors Employee Onboarding", "prompt": "c166-l2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "SAP SuccessFactors Employee Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your enterprise runs on SAP, this is the native choice"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|anthropic-small|Workday", "prompt": "c166-l2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall: Workday**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|anthropic-small|Rippling", "prompt": "c166-l2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling is the strongest pick when you want HR, IT, and Finance automation in one platform without middleware."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|anthropic-small|Deel", "prompt": "c166-l2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Global/International Operations: Deel**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|challenger-small|Workday", "prompt": "c166-l2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday is the safer default because multiple sources position it as best suited to large enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|challenger-small|Rippling", "prompt": "c166-l2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling if you want the strongest all-in-one HR/IT onboarding with automation"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|challenger-small|HR Cloud", "prompt": "c166-l2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "HR Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong option if your workforce is frontline, hourly, shift-based, or compliance-heavy"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|challenger-small|Oracle HCM Cloud", "prompt": "c166-l2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if you need global complexity at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|challenger-small|Darwinbox", "prompt": "c166-l2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "especially relevant for India/APAC-focused enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|deepseek-small|Workday", "prompt": "c166-l2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## My Top Recommendation: **Workday** (or your existing enterprise HCM)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|deepseek-small|SAP SuccessFactors", "prompt": "c166-l2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Companies with thousands of employees almost always live in Workday, SAP SuccessFactors, or Oracle Cloud HCM."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|deepseek-small|Oracle Cloud HCM", "prompt": "c166-l2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "almost always live in Workday, SAP SuccessFactors, or Oracle Cloud HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|deepseek-small|Rippling", "prompt": "c166-l2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** is the strongest all-in-one answer for a large B2B firm"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|deepseek-small|Enboarder", "prompt": "c166-l2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Enboarder** if your goal is purely improving the new-hire *experience*"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|deepseek-small|Sapling (Kallidus)", "prompt": "c166-l2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Sapling (Kallidus)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong visual workflow builder and manager task automation for larger orgs."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|deepseek-small|WorkBright", "prompt": "c166-l2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "WorkBright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ideal for deskless or form-heavy hiring with heavy I-9/compliance needs."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|deepseek-small|BambooHR", "prompt": "c166-l2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid** SMB-focused tools (BambooHR, Gusto, HiBob, Zoho) for your scale"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|deepseek-small|Gusto", "prompt": "c166-l2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid** SMB-focused tools (BambooHR, Gusto, HiBob, Zoho) for your scale"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|deepseek-small|HiBob", "prompt": "c166-l2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Avoid** SMB-focused tools (BambooHR, Gusto, HiBob, Zoho) for your scale"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|deepseek-small|Zoho", "prompt": "c166-l2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Zoho", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Avoid** SMB-focused tools (BambooHR, Gusto, HiBob, Zoho) for your scale"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|google-small|Enboarder", "prompt": "c166-l2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best \"Experience-First\" Platform: **Enboarder**... Choose **Enboarder**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|google-small|Click Boarding", "prompt": "c166-l2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Compliance & High-Volume Operations: **Click Boarding**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|google-small|Rippling", "prompt": "c166-l2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for IT-Heavy & Global Remote Teams: **Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|google-small|Workday", "prompt": "c166-l2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Native Suite Route: **Workday or SAP SuccessFactors Onboarding**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|google-small|SAP SuccessFactors Onboarding", "prompt": "c166-l2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "SAP SuccessFactors Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stick to the native onboarding module of your current HCM (**Workday / SAP**)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|google-small|Tango", "prompt": "c166-l2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Tango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "pair these tools with a digital adoption or process-documentation platform like **Tango** or **Whatfix**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|google-small|Whatfix", "prompt": "c166-l2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Whatfix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "pair these tools with a digital adoption or process-documentation platform like **Tango** or **Whatfix**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|meta-small|BambooHR", "prompt": "c166-l2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top options include BambooHR, Gusto, Tango, Click Boarding, and Workday."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|meta-small|Gusto", "prompt": "c166-l2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top options include BambooHR, Gusto, Tango, Click Boarding, and Workday."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|meta-small|Tango", "prompt": "c166-l2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Tango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some top options include BambooHR, Gusto, Tango, Click Boarding, and Workday."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|meta-small|Click Boarding", "prompt": "c166-l2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Click Boarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some top options include BambooHR, Gusto, Tango, Click Boarding, and Workday."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|meta-small|Workday", "prompt": "c166-l2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some top options include BambooHR, Gusto, Tango, Click Boarding, and Workday."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|minimax-small|Workday", "prompt": "c166-l2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Workday** — Best for Large Enterprise Compliance Onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|minimax-small|Rippling", "prompt": "c166-l2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Rippling** — Best All-in-One Platform"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|minimax-small|BambooHR", "prompt": "c166-l2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **BambooHR** — Best for Growing Mid-to-Large Enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|minimax-small|SAP SuccessFactors", "prompt": "c166-l2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **SAP SuccessFactors** — Best for Global Enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|mistral-small|Workday", "prompt": "c166-l2", "model": "mistral-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Workday** as the top new hire onboarding platform"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|mistral-small|SAP SuccessFactors", "prompt": "c166-l2", "model": "mistral-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include SAP SuccessFactors and ADP Workforce Now"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|mistral-small|ADP Workforce Now", "prompt": "c166-l2", "model": "mistral-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other strong contenders include SAP SuccessFactors and ADP Workforce Now"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|moonshot-small|Workday HCM", "prompt": "c166-l2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday HCM** — Best Overall for Large Enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|moonshot-small|SAP SuccessFactors", "prompt": "c166-l2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SAP-Heavy Environments"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|moonshot-small|Rippling", "prompt": "c166-l2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling** — Best for Tech-Forward Companies"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|openai-small|SAP SuccessFactors Onboarding", "prompt": "c166-l2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "SAP SuccessFactors Onboarding", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **SAP SuccessFactors Onboarding** for a large, established B2B organization"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|openai-small|Workday Onboarding", "prompt": "c166-l2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Workday Onboarding** if your company already runs Workday HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|openai-small|ServiceNow HR Service Delivery", "prompt": "c166-l2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider ServiceNow HR Service Delivery** if your main pain is coordinating HR, IT, and employee service workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|xai-small|Workday", "prompt": "c166-l2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Workday as the top new hire onboarding platform."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|xai-small|SAP SuccessFactors", "prompt": "c166-l2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "alternatives like SAP SuccessFactors (similar but more SAP-ecosystem tied, 3.9/5)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|xai-small|UKG", "prompt": "c166-l2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ranked #1 for large enterprises over alternatives like SAP SuccessFactors ... or UKG"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|xai-small|Rippling", "prompt": "c166-l2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "May lack depth for 1000s+ ultra-complex orgs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|xai-small|ADP Workforce Now", "prompt": "c166-l2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-to-large businesses ... Less specialized onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|xai-small|BambooHR", "prompt": "c166-l2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "excellent for smaller/mid-sized firms (under 1,000) but reviews note they're less proven at true enterprise scale"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|zai-small|Enboarder", "prompt": "c166-l2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary recommendation: Enboarder (if you already have a core HRIS/ATS)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|zai-small|Workday Onboarding", "prompt": "c166-l2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative recommendation: Workday Onboarding (if you're a Workday customer)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|zai-small|Rippling", "prompt": "c166-l2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best if you need tight integration between HR, IT provisioning (devices, SaaS access), and onboarding in a single flow."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|zai-small|HiBob", "prompt": "c166-l2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excellent for culture and engagement-focused onboarding, with AI-powered sentiment and people analytics."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l2|zai-small|monday service", "prompt": "c166-l2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "monday service", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but more of a general-purpose service platform than a specialized onboarding solution"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|alibaba-small|Workday HCM", "prompt": "c166-l3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best For:** Large enterprises already using Workday for core HR, finance, and talent management."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|alibaba-small|Rippling", "prompt": "c166-l3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The primary differentiator is **HR-IT Unification**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|alibaba-small|SAP SuccessFactors Employee Central Onboarding", "prompt": "c166-l3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors Employee Central Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep global compliance capabilities and seamless integration with other SAP modules"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|alibaba-small|Enboarder", "prompt": "c166-l3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Enterprises prioritizing employee experience (EX), culture adoption, and retention."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|alibaba-small|ServiceNow HR Service Delivery (HRSD)", "prompt": "c166-l3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ServiceNow HR Service Delivery (HRSD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Enterprises that want onboarding tied directly to IT and business workflows."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|alibaba-small|Deel", "prompt": "c166-l3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Look at **Rippling** or **Deel** (for global EOR) to unify HR and IT tasks."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|alibaba-small|Talmundo", "prompt": "c166-l3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Talmundo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Choose **Enboarder** or **Talmundo** to improve human connection during the first 90 days."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|alibaba-small|Efficient Hire", "prompt": "c166-l3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Efficient Hire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consider **ServiceNow** or **Efficient Hire**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|anthropic-small|Rippling", "prompt": "c166-l3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling is the strongest pick when you want HR, IT, and Finance automation in one platform without middleware."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|anthropic-small|Workday HCM", "prompt": "c166-l3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "it does not natively handle IT account provisioning or device lifecycle management—those require integrations."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|anthropic-small|SAP SuccessFactors", "prompt": "c166-l3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is modular by design — Employee Central, Performance & Goals, Recruiting, Onboarding, Compensation, Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|anthropic-small|Oracle HCM Cloud", "prompt": "c166-l3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top 5 enterprise onboarding platforms to consider in 2026 are Rippling, Workday HCM, SAP SuccessFactors, Oracle HCM Cloud, and ServiceNow HR Service Delivery."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|anthropic-small|ServiceNow HR Service Delivery", "prompt": "c166-l3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top 5 enterprise onboarding platforms to consider in 2026 are Rippling, Workday HCM, SAP SuccessFactors, Oracle HCM Cloud, and ServiceNow HR Service Delivery."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|challenger-small|Workday HCM", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you want a **single enterprise system of record**, shortlist **Workday**, **SAP SuccessFactors**, or **Oracle HCM Cloud**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|challenger-small|SAP SuccessFactors", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep multi-country, multi-language onboarding and compliance workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|challenger-small|Oracle HCM Cloud", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best when Oracle HCM is already the core system; less attractive as a standalone choice"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|challenger-small|Rippling", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need **HR and IT to move together**—accounts, devices, access, and payroll—look at **Rippling** or **ServiceNow**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|challenger-small|ServiceNow HRSD", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ServiceNow HRSD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More of a workflow platform than a dedicated onboarding experience suite"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|challenger-small|Enboarder", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Enboarder** is the clearest specialist"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|challenger-small|Deel", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Deel** is strongest on **global compliance**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|challenger-small|Click Boarding", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Click Boarding** is the compliance-oriented option"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|challenger-small|UKG Pro", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "More specialized for workforce operations than for cross-department orchestration"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|challenger-small|Oyster", "prompt": "c166-l3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**global hiring/compliance** platforms like Deel and Oyster"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|deepseek-small|Workday HCM (Onboarding module)", "prompt": "c166-l3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday HCM (Onboarding module)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strength:** Unmatched data consistency and integration across the employee lifecycle."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|deepseek-small|SAP SuccessFactors (Onboarding 2.0)", "prompt": "c166-l3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors (Onboarding 2.0)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The **enterprise standard for global organizations** operating across complex jurisdictions."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|deepseek-small|Oracle Fusion Cloud HCM", "prompt": "c166-l3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Enterprises on Oracle's broader ecosystem."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|deepseek-small|Rippling", "prompt": "c166-l3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The standout for **true zero-touch onboarding**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|deepseek-small|Enboarder", "prompt": "c166-l3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "The **category-defining dedicated journey platform**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|deepseek-small|ServiceNow (HR Service Delivery)", "prompt": "c166-l3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ServiceNow (HR Service Delivery)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong where HR, IT, and facilities must coordinate on day-one readiness."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|deepseek-small|Sapling (Kallidus)", "prompt": "c166-l3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Sapling (Kallidus)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Purpose-built onboarding for distributed workforces"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|deepseek-small|WorkBright", "prompt": "c166-l3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "high-volume/deskless hiring with heavy compliance (WorkBright)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|google-small|Workday HCM", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "notoriously complex, expensive to implement, and often lack the warm, modern user experience (UX) of specialized platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|google-small|SAP SuccessFactors", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "notoriously complex, expensive to implement, and often lack the warm, modern user experience (UX) of specialized platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|google-small|Rippling", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Rippling acts as an IT orchestrator... Rippling is the market leader."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|google-small|Enboarder", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Enterprises that already have an HCM (like Workday) but want to deliver a highly engaging, human-centric pre-boarding experience."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|google-small|Click Boarding", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best-of-Breed Onboarding Experience Orchestration"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|google-small|Deel", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Enterprises managing highly distributed, international workforces."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|google-small|Remote", "prompt": "c166-l3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Global Employer of Record (EOR) & Contractor Management"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|meta-small|Workday HCM", "prompt": "c166-l3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade onboarding platforms include Workday HCM, SAP SuccessFactors, Oracle HCM Cloud, UKG Pro, Rippling, and ServiceNow HR Service Delivery."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|meta-small|SAP SuccessFactors", "prompt": "c166-l3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top enterprise-grade onboarding platforms include Workday HCM, SAP SuccessFactors, Oracle HCM Cloud, UKG Pro, Rippling, and ServiceNow HR Service Delivery."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|meta-small|Oracle HCM Cloud", "prompt": "c166-l3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top enterprise-grade onboarding platforms include Workday HCM, SAP SuccessFactors, Oracle HCM Cloud, UKG Pro, Rippling, and ServiceNow HR Service Delivery."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|meta-small|UKG Pro", "prompt": "c166-l3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top enterprise-grade onboarding platforms include Workday HCM, SAP SuccessFactors, Oracle HCM Cloud, UKG Pro, Rippling, and ServiceNow HR Service Delivery."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|meta-small|Rippling", "prompt": "c166-l3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top enterprise-grade onboarding platforms include ... Rippling, and ServiceNow HR Service Delivery."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|meta-small|ServiceNow HR Service Delivery", "prompt": "c166-l3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "others are ideal for enterprises that need to unify HR, IT, payroll, and compliance onboarding within a single platform"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|minimax-small|ServiceNow", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceNow** | 13.5% (Leader) | Workflow orchestration across HR, IT, Finance"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|minimax-small|Workday", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Native integration with full HCM suite | Organizations already using Workday for HR/Finance"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|minimax-small|SAP SuccessFactors", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep SAP ecosystem integration | Enterprises running SAP for core HR/payroll/ERP"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|minimax-small|UKG Pro", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Workforce management expertise | Organizations prioritizing scheduling & workforce optimization"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|minimax-small|Oracle HCM Cloud", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise tier | Comprehensive HR capabilities | Large enterprises in Oracle ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|minimax-small|Rippling", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rippling offers strong capabilities at lower price point"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|minimax-small|Enboarder", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Purpose-built experience platform focusing on employee journey and engagement"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|minimax-small|Deel", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong for global/remote teams and contractor management"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|minimax-small|HiBob", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Mid-market with strong people analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|minimax-small|BambooHR", "prompt": "c166-l3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Growing from SMB toward mid-market"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|mistral-small|OnRamp", "prompt": "c166-l3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "OnRamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. OnRamp**\n- **Best for:** B2B teams wanting a client-facing portal and internal project management, with agentic AI."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|mistral-small|Rocketlane", "prompt": "c166-l3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rocketlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Combines PSA and onboarding in one platform, with multi-threaded delivery"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|mistral-small|GUIDEcx", "prompt": "c166-l3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "GUIDEcx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-volume, complex implementations requiring strong client-facing transparency"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|mistral-small|Arrows", "prompt": "c166-l3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Arrows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deep integration with HubSpot/Salesforce, making it ideal for CRM-centric workflows."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|mistral-small|Gainsight", "prompt": "c166-l3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gainsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprises seeking a one-stop shop for customer management and customer education."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|mistral-small|Docebo", "prompt": "c166-l3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprises needing an AI-powered, tech-consolidating learning platform"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|mistral-small|Dock", "prompt": "c166-l3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Customer-facing collaboration and branded workspaces."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|mistral-small|Precursive", "prompt": "c166-l3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Precursive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Teams needing PSA-level delivery operations alongside onboarding."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|moonshot-small|ServiceNow Enterprise Onboarding and Transitions", "prompt": "c166-l3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ServiceNow Enterprise Onboarding and Transitions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Market Position:** #1 in market share (13.5% in 2024)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|moonshot-small|Workday Onboarding", "prompt": "c166-l3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday Onboarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Market Position:** #2 in market share"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|moonshot-small|SAP SuccessFactors Onboarding", "prompt": "c166-l3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors Onboarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best For:** SAP-centric enterprises needing integrated talent management"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|moonshot-small|Rippling", "prompt": "c166-l3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best For:** Companies wanting to unify HR onboarding with IT automation"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|moonshot-small|Deel", "prompt": "c166-l3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Companies with heavy international hiring needs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|moonshot-small|Enboarder", "prompt": "c166-l3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best For:** Organizations prioritizing employee experience"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|moonshot-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c166-l3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best For:** Industries with large frontline or hourly workforces"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|openai-small|Workday Onboarding", "prompt": "c166-l3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for organizations already standardized on Workday HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|openai-small|SAP SuccessFactors Onboarding", "prompt": "c166-l3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for global enterprises that want deep HR-suite integration and highly configurable programs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|openai-small|Oracle Fusion Cloud HCM Onboarding", "prompt": "c166-l3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprises already on Oracle HCM that want structured journey templates"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|openai-small|Dayforce Onboarding", "prompt": "c166-l3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Dayforce Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for companies that want onboarding tightly connected to pay, HR, and workforce management"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|openai-small|Rippling", "prompt": "c166-l3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "especially strong for HR + IT automation"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|openai-small|BambooHR Onboarding", "prompt": "c166-l3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR Onboarding", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "usually not as deep for large, complex global operations"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|xai-small|Workday", "prompt": "c166-l3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For employee onboarding instead, top enterprise picks are Workday HCM, SAP SuccessFactors, Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|xai-small|Rippling", "prompt": "c166-l3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "employee/HR onboarding uses separate HCM tools like Workday or Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|xai-small|SAP SuccessFactors", "prompt": "c166-l3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "top enterprise picks are Workday HCM, SAP SuccessFactors, Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|zai-small|Rippling", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Unified HR + IT automation (single platform for people, devices, payroll) | Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|zai-small|HiBob (Bob)", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Employee experience & culture (mobile, social, personalized journeys) | HiBob (Bob)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|zai-small|Workday", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Global enterprise HCM & talent management ... End-to-end HCM/Finance/IT platform; suited for complex, multi-country orgs."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|zai-small|Personio", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-size EU-focused HR suite (GDPR, compliance) | Personio"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|zai-small|BambooHR", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simple, affordable HRIS with onboarding (US-centric) | BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|zai-small|Deel", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Global payroll & cross-border onboarding | Deel (EOR)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|zai-small|Zoho People", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Zoho ecosystem integration | Zoho People"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|zai-small|Workable", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Seamless ATS → onboarding handoff | Workable or Greenhouse"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|zai-small|Greenhouse", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Seamless ATS → onboarding handoff | Workable or Greenhouse"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|zai-small|ClearCompany", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ClearCompany", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Documented SOPs, training, and goal alignment | ClearCompany or Trainual"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|zai-small|Trainual", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Process-heavy onboarding (SOPs & knowledge base)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|zai-small|Appical", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Appical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Mobile-first, gamified onboarding | Appical"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|zai-small|Workwize", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workwize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Project-linked onboarding | Workwize"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|zai-small|Monday.com", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Best if you already use Monday.com for project management."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l3|zai-small|Gusto", "prompt": "c166-l3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Best for very small teams needing payroll + onboarding in one."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|alibaba-small|Workday HCM", "prompt": "c166-l4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Gold Standard: Workday HCM ... Workday is the industry leader for large-scale onboarding."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|alibaba-small|Rippling", "prompt": "c166-l4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Value Alternative: Rippling ... offers a more transparent pricing model for large user bases"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|alibaba-small|SAP SuccessFactors", "prompt": "c166-l4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your organization relies on SAP for finance or supply chain, SAP SuccessFactors is the logical extension for HR."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|alibaba-small|BambooHR", "prompt": "c166-l4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-Sized (Up to ~2k users) ... Medium (May require custom plan >2k)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|anthropic-small|Doozy", "prompt": "c166-l4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Doozy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Choice for Predictable Pricing: Doozy"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|anthropic-small|Workday", "prompt": "c166-l4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workday is a good choice for large organizations that need onboarding as part of a full enterprise HR system"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|anthropic-small|HR Cloud", "prompt": "c166-l4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "HR Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HR Cloud is the top choice for compliance-heavy industries for enterprises with 1,000+ employees"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|anthropic-small|Rippling", "prompt": "c166-l4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling is the strongest pick when you want HR, IT, and Finance automation in one platform"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|challenger-small|Workday", "prompt": "c166-l4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** is the strongest fit from the results because it is repeatedly identified as an **enterprise** onboarding platform for large organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|challenger-small|Greenhouse", "prompt": "c166-l4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "enterprise platforms like **Workday** and **Greenhouse** use **custom pricing**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|challenger-small|Paylocity", "prompt": "c166-l4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also positioned for enterprise use with **custom** pricing and strong HR/IT/onboarding integration"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|challenger-small|Justworks", "prompt": "c166-l4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it appears better suited to smaller or mid-market teams than thousands of users"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|challenger-small|BambooHR", "prompt": "c166-l4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally more SMB/mid-market oriented and less ideal for very large enterprise deployments"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|challenger-small|Gusto", "prompt": "c166-l4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generally more SMB/mid-market oriented and less ideal for very large enterprise deployments"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|challenger-small|Waybook", "prompt": "c166-l4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Waybook", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "generally more SMB/mid-market oriented and less ideal for very large enterprise deployments"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|challenger-small|Trainual", "prompt": "c166-l4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Trainual", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "generally more SMB/mid-market oriented and less ideal for very large enterprise deployments"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|deepseek-small|Workday", "prompt": "c166-l4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're already in a Workday or SAP ecosystem, adding their onboarding module avoids a second vendor entirely."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|deepseek-small|SAP SuccessFactors", "prompt": "c166-l4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already in a Workday or SAP ecosystem, adding their onboarding module avoids a second vendor entirely."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|deepseek-small|Oracle HCM", "prompt": "c166-l4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "these are what most large enterprises actually run onboarding inside"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|deepseek-small|UKG", "prompt": "c166-l4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "UKG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "these are what most large enterprises actually run onboarding inside"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|deepseek-small|ADP Workforce Now", "prompt": "c166-l4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it beats Workday/ADP on onboarding depth"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|deepseek-small|Enboarder", "prompt": "c166-l4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "I'd shortlist **Rippling** (best cost/scale predictability + onboarding depth) and **Enboarder** (best onboarding experience)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|deepseek-small|Click Boarding", "prompt": "c166-l4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "achievable with Rippling, Enboarder, or Click Boarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|deepseek-small|Rippling", "prompt": "c166-l4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Consider Rippling** as the strongest practical fit."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|deepseek-small|FirstHR", "prompt": "c166-l4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "like FirstHR at $98/month flat ... none of which scale to thousands of users"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|deepseek-small|TinyTeam", "prompt": "c166-l4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "TinyTeam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "TinyTeam at $79/month for up to 50 users) — none of which scale to thousands of users"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|google-small|WorkBright", "prompt": "c166-l4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "WorkBright", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. WorkBright ... Why it offers predictable cost: WorkBright does not charge based on your total active headcount."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|google-small|Click Boarding", "prompt": "c166-l4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Mid-to-large enterprises looking for a dedicated transition platform ... flat-rate annual platform fees"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|google-small|ExactHire", "prompt": "c166-l4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "ExactHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Graduated volume-based tiers with unlimited users"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|google-small|Connecteam", "prompt": "c166-l4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Connecteam (For Frontline / Deskless Workforces) ... pricing model is built for scale"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|meta-small|BambooHR", "prompt": "c166-l4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated options include BambooHR, Gusto, Tango, Click Boarding, Paychex, Enboarder, WorkBright, Trainual, Talmundo, and Sapling."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|meta-small|Gusto", "prompt": "c166-l4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated options include BambooHR, Gusto, Tango, Click Boarding, Paychex..."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|meta-small|Tango", "prompt": "c166-l4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Tango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top-rated options include BambooHR, Gusto, Tango, Click Boarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|meta-small|Click Boarding", "prompt": "c166-l4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Click Boarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Gusto, Tango, Click Boarding, Paychex, Enboarder"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|meta-small|Paychex", "prompt": "c166-l4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Click Boarding, Paychex, Enboarder, WorkBright"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|meta-small|Enboarder", "prompt": "c166-l4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Enboarder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Paychex, Enboarder, WorkBright, Trainual"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|meta-small|WorkBright", "prompt": "c166-l4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "WorkBright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enboarder, WorkBright, Trainual, Talmundo, and Sapling"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|meta-small|Trainual", "prompt": "c166-l4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "WorkBright, Trainual, Talmundo, and Sapling"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|meta-small|Talmundo", "prompt": "c166-l4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Talmundo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Trainual, Talmundo, and Sapling"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|meta-small|Sapling", "prompt": "c166-l4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Sapling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Talmundo, and Sapling"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|minimax-small|Workday", "prompt": "c166-l4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Workday**: Typically $150-250 PEPM at scale, but large enterprises (15,000+ employees) can negotiate flat-fee deals"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|minimax-small|SAP SuccessFactors", "prompt": "c166-l4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP SuccessFactors**: Similar negotiation potential for volume buyers"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|minimax-small|Oracle Fusion HCM", "prompt": "c166-l4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Oracle Fusion HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle Fusion HCM**: Often the most negotiable; enterprises report paying $4.50-8 PEPM after negotiation"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|minimax-small|Rippling", "prompt": "c166-l4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling**: Starts at ~$8/employee/month (includes IT provisioning)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|minimax-small|BambooHR", "prompt": "c166-l4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**BambooHR**: $10-25 PEPM, but cheaper at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|minimax-small|Greenhouse", "prompt": "c166-l4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Greenhouse** (ATS-focused): May offer better enterprise terms"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|minimax-small|IceHrm", "prompt": "c166-l4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "IceHrm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "$2,499/year flat for unlimited employees (designed for SMBs, not thousands of users)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|minimax-small|FirstHR", "prompt": "c166-l4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "$98-198/month flat (too small for enterprise)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|minimax-small|Culture Amp", "prompt": "c166-l4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Consider a standalone onboarding tool** (like Culture Amp, Lessonly, or Trainual) which may have more flexible pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|minimax-small|Lessonly", "prompt": "c166-l4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Lessonly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "like Culture Amp, Lessonly, or Trainual"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|minimax-small|Trainual", "prompt": "c166-l4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "like Culture Amp, Lessonly, or Trainual"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|mistral-small|Trainual", "prompt": "c166-l4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Trainual", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Trainual\\u2019s flat workspace pricing and BambooHR\\u2019s per-employee model are the strongest choices"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|mistral-small|BambooHR", "prompt": "c166-l4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Trainual\\u2019s flat workspace pricing and BambooHR\\u2019s per-employee model are the strongest choices"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|mistral-small|Workday", "prompt": "c166-l4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday is also a robust option for very large, global enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|moonshot-small|HR Cloud", "prompt": "c166-l4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "HR Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HR Cloud** ⭐ Best for Predictable Fixed Pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|moonshot-small|BambooHR", "prompt": "c166-l4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Caveat**: Still PEPM-based, so costs scale with employee count"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|moonshot-small|Workday", "prompt": "c166-l4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cons**: PEPM model means costs grow linearly with headcount; implementation costs of $500K-$2M+"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|moonshot-small|SAP SuccessFactors", "prompt": "c166-l4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cons**: PEPM model means costs grow linearly with headcount; implementation costs of $500K-$2M+"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|moonshot-small|Oracle Fusion HCM", "prompt": "c166-l4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Oracle Fusion HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Cons**: PEPM model means costs grow linearly with headcount; implementation costs of $500K-$2M+"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|openai-small|Workday HCM", "prompt": "c166-l4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **best enterprise-grade, predictable-cost option overall**, start with **Workday HCM**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|openai-small|ServiceNow HR Service Delivery", "prompt": "c166-l4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your org already runs on ServiceNow for HR or IT workflows, **ServiceNow HR Service Delivery** may be the better operational fit."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|openai-small|SAP SuccessFactors HCM", "prompt": "c166-l4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another large-enterprise option usually purchased through annual negotiated agreements"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|openai-small|ADP Workforce Now", "prompt": "c166-l4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often good choices if you want a mature HR suite with enterprise contracting"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|openai-small|UKG Pro", "prompt": "c166-l4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ADP Workforce Now / UKG Pro** — often good choices if you want a mature HR suite with enterprise contracting"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|openai-small|Rippling", "prompt": "c166-l4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise onboarding tools commonly highlighted for large organizations include **Workday HCM, ServiceNow HR Service Delivery, SAP SuccessFactors HCM, ADP Workforce Now, UKG Pro, and Rippling**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|xai-small|Rippling", "prompt": "c166-l4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling stands out as the best employee onboarding software for a large company (thousands of users) prioritizing predictable total costs."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|xai-small|BambooHR", "prompt": "c166-l4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Great value but caps at mid-large (not ideal for thousands)."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|xai-small|Workday", "prompt": "c166-l4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Negotiable but unpredictable (high implementation: 100–150% of year-1 sub)."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|xai-small|ADP Workforce Now", "prompt": "c166-l4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Reliable scaling, but quotes vary widely."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|xai-small|SAP SuccessFactors", "prompt": "c166-l4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise-grade but integration-heavy."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|zai-small|Workday Onboarding", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Workday Onboarding", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Enterprise Scale ... **Workday** provides the most comprehensive enterprise capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|zai-small|Rippling", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rippling** offers the most transparent pricing with modular add-ons"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|zai-small|SAP SuccessFactors Onboarding", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "SAP SuccessFactors Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Enterprise Suite Integration ... Predictable per-seat pricing within enterprise tiers"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|zai-small|UKG Pro (Ultimate Kronos Group)", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "UKG Pro (Ultimate Kronos Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Hourly Workforces ... Predictable enterprise contracts with volume-based discounts"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l4|zai-small|BambooHR", "prompt": "c166-l4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Mid-market (not ideal for 1,000+ users)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|meta-small|HR Cloud", "prompt": "c166-l5", "model": "meta-small", "cat": "employee-onboarding", "variant": "scale", "raw": "HR Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top results include HR Cloud, Disprz, Cornerstone OnDemand, Paradiso, Caspio, and WorkBright."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|meta-small|Disprz", "prompt": "c166-l5", "model": "meta-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Disprz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top results include HR Cloud, Disprz, Cornerstone OnDemand, Paradiso, Caspio, and WorkBright."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|meta-small|Cornerstone OnDemand", "prompt": "c166-l5", "model": "meta-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top results include HR Cloud, Disprz, Cornerstone OnDemand, Paradiso, Caspio, and WorkBright."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|meta-small|Paradiso", "prompt": "c166-l5", "model": "meta-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Paradiso", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top results include HR Cloud, Disprz, Cornerstone OnDemand, Paradiso, Caspio, and WorkBright."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|meta-small|Caspio", "prompt": "c166-l5", "model": "meta-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Caspio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top results include HR Cloud, Disprz, Cornerstone OnDemand, Paradiso, Caspio, and WorkBright."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|meta-small|WorkBright", "prompt": "c166-l5", "model": "meta-small", "cat": "employee-onboarding", "variant": "scale", "raw": "WorkBright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top results include HR Cloud, Disprz, Cornerstone OnDemand, Paradiso, Caspio, and WorkBright."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|minimax-small|Rippling", "prompt": "c166-l5", "model": "minimax-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** and **Deel** ship SOC 2 Type II, GDPR, HIPAA and SSO at *all* tiers, making them the only two that pass a full compliance review without a conversation."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|minimax-small|Deel", "prompt": "c166-l5", "model": "minimax-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rippling** and **Deel** ship SOC 2 Type II, GDPR, HIPAA and SSO at *all* tiers, making them the only two that pass a full compliance review without a conversation."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|mistral-small|BambooHR", "prompt": "c166-l5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Send a detailed RFP to top vendors (e.g., BambooHR, Workday, Rippling, Deel, Remote, OnboardIQ, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|mistral-small|Workday", "prompt": "c166-l5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Send a detailed RFP to top vendors (e.g., BambooHR, Workday, Rippling, Deel, Remote, OnboardIQ, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|mistral-small|Rippling", "prompt": "c166-l5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Send a detailed RFP to top vendors (e.g., BambooHR, Workday, Rippling, Deel, Remote, OnboardIQ, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|mistral-small|Deel", "prompt": "c166-l5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Send a detailed RFP to top vendors (e.g., BambooHR, Workday, Rippling, Deel, Remote, OnboardIQ, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|mistral-small|Remote", "prompt": "c166-l5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Send a detailed RFP to top vendors (e.g., BambooHR, Workday, Rippling, Deel, Remote, OnboardIQ, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|mistral-small|OnboardIQ", "prompt": "c166-l5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "OnboardIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Send a detailed RFP to top vendors (e.g., BambooHR, Workday, Rippling, Deel, Remote, OnboardIQ, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|moonshot-small|Rippling", "prompt": "c166-l5", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Rippling:** Strong on HR + IT unified onboarding, identity management"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|moonshot-small|HR Cloud", "prompt": "c166-l5", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "scale", "raw": "HR Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**HR Cloud:** Field/distributed workforce focus, compliance automation"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|moonshot-small|Workday", "prompt": "c166-l5", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Workday:** Native if you're already on their HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|moonshot-small|BambooHR", "prompt": "c166-l5", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**BambooHR:** Mid-market but SOC 2 Type II certified"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|xai-small|Rippling", "prompt": "c166-l5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist Vendors: Rippling (strong IT/identity)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|xai-small|BambooHR", "prompt": "c166-l5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BambooHR (onboarding focus)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|xai-small|Workday", "prompt": "c166-l5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday (HRIS-integrated)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|xai-small|Deel", "prompt": "c166-l5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shortlist 3-5 (e.g., Rippling, BambooHR, Workday, Deel for global)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|xai-small|Beamery", "prompt": "c166-l5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Beamery/New Bamboo for scale"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l5|xai-small|New Bamboo", "prompt": "c166-l5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "New Bamboo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Beamery/New Bamboo for scale"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|alibaba-small|Rippling", "prompt": "c166-l6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "large enterprises ... should exercise extreme caution or avoid the following onboarding platforms ... ### 1. Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|alibaba-small|Workday", "prompt": "c166-l6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Workday (With Caveats) ... specific profiles of \"large\" companies should avoid it or implement it with extreme caution"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|anthropic-small|Rocketlane", "prompt": "c166-l6", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rocketlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid PSA platforms like Rocketlane and Precursive, and enterprise CS tools like Gainsight—the setup investment won't pay off"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|anthropic-small|Precursive", "prompt": "c166-l6", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Precursive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid PSA platforms like Rocketlane and Precursive, and enterprise CS tools like Gainsight—the setup investment won't pay off"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|anthropic-small|Gainsight", "prompt": "c166-l6", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gainsight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid PSA platforms like Rocketlane and Precursive, and enterprise CS tools like Gainsight—the setup investment won't pay off"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|challenger-small|Workday", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "enterprise-focused lists point to **Workday, SAP SuccessFactors, Oracle HCM, UKG Pro, and Click Boarding** for compliance-heavy use cases"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|challenger-small|SAP SuccessFactors", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "enterprise-focused lists point to **Workday, SAP SuccessFactors, Oracle HCM, UKG Pro, and Click Boarding** for compliance-heavy use cases"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|challenger-small|Oracle HCM", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "enterprise-focused lists point to **Workday, SAP SuccessFactors, Oracle HCM, UKG Pro, and Click Boarding**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|challenger-small|UKG", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "UKG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "position **Workday, SAP SuccessFactors, Oracle HCM, UKG, Rippling, ServiceNow, Enboarder, Click Boarding, and Deel** as enterprise-suitable"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|challenger-small|Rippling", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "as enterprise-suitable"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|challenger-small|ServiceNow", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "as enterprise-suitable"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|challenger-small|Enboarder", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Enboarder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "as enterprise-suitable"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|challenger-small|Click Boarding", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "point to **Workday, SAP SuccessFactors, Oracle HCM, UKG Pro, and Click Boarding** for compliance-heavy use cases instead"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|challenger-small|Deel", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "as enterprise-suitable"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|challenger-small|BambooHR", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**BambooHR** — useful for small businesses, but larger corporations may not find it robust enough for their needs."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|challenger-small|Eloomi", "prompt": "c166-l6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Eloomi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Eloomi** — described as *not ideal for large enterprises*"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|deepseek-small|Workday HCM", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid using these as your *primary* onboarding experience layer.**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|deepseek-small|SAP SuccessFactors Onboarding", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SAP SuccessFactors Onboarding", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Implementation is notoriously complex... **Avoid using these as your *primary* onboarding experience layer.**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|deepseek-small|BambooHR Onboarding", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR Onboarding", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "❌ Avoid for 5,000+ employees"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|deepseek-small|TalentLyft", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "TalentLyft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "❌ Avoid for 5,000+ employees"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|deepseek-small|GoHire", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "GoHire", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**TalentLyft, GoHire, and similar \"simple\" tools** – These prioritize speed-to-deploy over depth."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|deepseek-small|Enboarder", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Enboarder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Orchestration-first platforms (e.g., Enboarder, Moxo, Apty)** | ✅ Consider"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|deepseek-small|Applaud", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Applaud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pair with a modern engagement layer (e.g., Enboarder, Applaud, or a DAP)."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|deepseek-small|Moxo", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Moxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Orchestration-first platforms (e.g., Enboarder, Moxo, Apty)** | ✅ Consider"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|deepseek-small|Apty", "prompt": "c166-l6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Apty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Orchestration-first platforms (e.g., Enboarder, Moxo, Apty)** | ✅ Consider"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|google-small|BambooHR", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "they are generally unsuitable as primary onboarding systems for a large enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|google-small|Gusto", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they are generally unsuitable as primary onboarding systems for a large enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|google-small|Zenefits", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they are generally unsuitable as primary onboarding systems for a large enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|google-small|Factorial", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Factorial", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they are generally unsuitable as primary onboarding systems for a large enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|google-small|SAP SuccessFactors", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Rigid, Legacy Native ERP Onboarding Modules (Out-of-the-Box) ... Why to be cautious"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|google-small|Oracle HCM", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Rigid, Legacy Native ERP Onboarding Modules (Out-of-the-Box) ... Why to be cautious"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|google-small|Enboarder", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look to layer Onboarding Experience (OX) overlays (such as Enboarder or Appical) on top of your system of record"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|google-small|Appical", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Appical", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look to layer Onboarding Experience (OX) overlays (such as Enboarder or Appical) on top of your system of record"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|google-small|DocuSign", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "DocuSign", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Standalone DocuSign setups ... Why to avoid: Data Silos and Double-Entry"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|google-small|Typeform", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Typeform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "standard Typeform/Jotform workflows ... highly inefficient for an enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|google-small|Jotform", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Jotform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "standard Typeform/Jotform workflows ... highly inefficient for an enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|google-small|Okta", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "trying to use them as the primary interface for a new hire's onboarding journey is a common mistake"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|google-small|SailPoint", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SailPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "trying to use them as the primary interface for a new hire's onboarding journey is a common mistake"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|google-small|BetterCloud", "prompt": "c166-l6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BetterCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "trying to use them as the primary interface for a new hire's onboarding journey is a common mistake"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|meta-small|Rippling", "prompt": "c166-l6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "large enterprises should be cautious about using Rippling, Eloomi, and BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|meta-small|Eloomi", "prompt": "c166-l6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Eloomi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may not be the best fit for large enterprises or those with complex compliance, certification, or external audience needs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|meta-small|BambooHR", "prompt": "c166-l6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not be suitable for companies that need robust learning or AI-powered training capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|meta-small|Workday HCM", "prompt": "c166-l6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "they may want to consider using Workday HCM, Enboarder, or Click Boarding, which are designed to meet the needs of large enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|meta-small|Enboarder", "prompt": "c166-l6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a dedicated journey platform that is designed for enterprise experience-led journeys"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|meta-small|Click Boarding", "prompt": "c166-l6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Click Boarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "another dedicated onboarding platform that is designed for enterprise environments"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|minimax-small|Workday", "prompt": "c166-l6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "suggest sticking with established HRIS-native onboarding (Workday, BambooHR, Rippling) rather than dedicated onboarding tools"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|minimax-small|BambooHR", "prompt": "c166-l6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "sticking with established HRIS-native onboarding (Workday, BambooHR, Rippling)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|minimax-small|Rippling", "prompt": "c166-l6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "sticking with established HRIS-native onboarding (Workday, BambooHR, Rippling)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|mistral-small|Rippling", "prompt": "c166-l6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Instead, consider enterprise-focused platforms like Rippling, Workday HCM, SAP SuccessFactors, Oracle HCM Cloud, or ServiceNow HR Service Delivery"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|mistral-small|Workday HCM", "prompt": "c166-l6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider enterprise-focused platforms like Rippling, Workday HCM, SAP SuccessFactors, Oracle HCM Cloud, or ServiceNow HR Service Delivery"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|mistral-small|SAP SuccessFactors", "prompt": "c166-l6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider enterprise-focused platforms like Rippling, Workday HCM, SAP SuccessFactors, Oracle HCM Cloud, or ServiceNow HR Service Delivery"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|mistral-small|Oracle HCM Cloud", "prompt": "c166-l6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider enterprise-focused platforms like ... Oracle HCM Cloud, or ServiceNow HR Service Delivery"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|mistral-small|ServiceNow HR Service Delivery", "prompt": "c166-l6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ServiceNow HR Service Delivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider enterprise-focused platforms like ... ServiceNow HR Service Delivery, which are designed to meet these complex requirements"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|moonshot-small|Gusto", "prompt": "c166-l6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why Avoid**: Not built for enterprise scale"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|moonshot-small|BambooHR", "prompt": "c166-l6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why Caution**: While excellent for SMB experience, it hits scalability walls with complex enterprise needs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|moonshot-small|Workday", "prompt": "c166-l6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Workday**: For 500+ employees with global complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|moonshot-small|Rippling", "prompt": "c166-l6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling**: Strong IT provisioning integration"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|moonshot-small|Enboarder", "prompt": "c166-l6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Enboarder**: Journey orchestration at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|openai-small|NAVEX One", "prompt": "c166-l6", "model": "openai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "NAVEX One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "G2 reviews for products like NAVEX One and Descartes note difficult setup / learning curve and slower onboarding than users wanted."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|openai-small|Descartes", "prompt": "c166-l6", "model": "openai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Descartes", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "G2 reviews for products like NAVEX One and Descartes note difficult setup / learning curve and slower onboarding than users wanted."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|xai-small|BambooHR", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid** for Large Enterprises: ... **BambooHR**: Primarily built for small-to-mid-sized businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|xai-small|Gusto", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Gusto**: Entry-level payroll/HR tool with basic onboarding. Unsuitable for enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|xai-small|Rippling", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms to **Be Cautious About** ... **Rippling**: Strong automation and 600+ integrations, but cons include"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|xai-small|Workday", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Workday**: Enterprise HCM with solid onboarding module, but: Navigation complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|xai-small|SAP SuccessFactors", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**SAP SuccessFactors**: Powerful for global enterprises, but pitfalls include: Disconnected systems requiring heavy customization"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|xai-small|Freshteam", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Freshteam", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Often low-rated for enterprises on G2/Capterra due to shallow scalability, poor multi-location support, and basic features."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|xai-small|Zoho People", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Zoho People", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Often low-rated for enterprises on G2/Capterra due to shallow scalability, poor multi-location support, and basic features."}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|xai-small|Enboarder", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Enboarder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Opt for proven enterprise players like **Enboarder** (orchestration focus)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|xai-small|Paycor", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Opt for proven enterprise players like ... **Paycor**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|xai-small|ServiceNow Employee Onboarding", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ServiceNow Employee Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**ServiceNow Employee Onboarding**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|xai-small|Oracle HCM", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Oracle HCM**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-l6|xai-small|CrossSphere", "prompt": "c166-l6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "CrossSphere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "or **CrossSphere**—they excel in high-scale coordination across HR/IT/legal"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|alibaba-small|Rippling", "prompt": "c166-m1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling (Best Overall for Mid-Market Growth)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|alibaba-small|BambooHR", "prompt": "c166-m1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BambooHR is the industry standard for SMBs moving into the mid-market"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|alibaba-small|Paycor Onboarding", "prompt": "c166-m1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paycor Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paycor is a strong contender"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|alibaba-small|Workday", "prompt": "c166-m1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "filling the gap between simple HR apps and massive enterprise suites like Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|anthropic-small|HiBob", "prompt": "c166-m1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HiBob is ideal for mid-market teams that want a contemporary HRIS with engagement built into onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|anthropic-small|Sapling", "prompt": "c166-m1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Sapling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sapling is built for mid-market teams with complex, workflow-heavy onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|anthropic-small|Rippling", "prompt": "c166-m1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling is ideal for mid-market teams at the scale of 50-250 hires per year"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|anthropic-small|BambooHR", "prompt": "c166-m1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BambooHR is noted for its clean, intuitive interface that requires minimal training"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|challenger-small|Rippling", "prompt": "c166-m1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single recommendation without more context, **Rippling** is the strongest default for a mid-market B2B company"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|challenger-small|HiBob", "prompt": "c166-m1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is more people-experience- or culture-focused, **HiBob** is likely the better fit."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|challenger-small|BambooHR", "prompt": "c166-m1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BambooHR** is also a strong mid-market option"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|challenger-small|Paylocity", "prompt": "c166-m1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a good fit for mid-market organizations that want onboarding tied into employee engagement workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|challenger-small|isolved", "prompt": "c166-m1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "isolved", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "positioned specifically for mid-market companies seeking a unified HCM experience with vendor support"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|deepseek-small|Rippling", "prompt": "c166-m1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** is usually the strongest choice"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|deepseek-small|HiBob", "prompt": "c166-m1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Culture/employee experience is your top priority → **HiBob**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|deepseek-small|Sapling by Kallidus", "prompt": "c166-m1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Sapling by Kallidus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Cross-departmental onboarding workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|deepseek-small|BambooHR", "prompt": "c166-m1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-conscious with a simpler setup → **BambooHR**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|deepseek-small|isolved", "prompt": "c166-m1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "isolved", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Larger (500+ employees) with an existing HCM need → **isolved**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|deepseek-small|Workday", "prompt": "c166-m1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or full **Workday/SAP** suites"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|deepseek-small|SAP", "prompt": "c166-m1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "or full **Workday/SAP** suites"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|google-small|Workday", "prompt": "c166-m1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you do not need the bloated overhead of enterprise giants like Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|google-small|Rippling", "prompt": "c166-m1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Rippling: Best for IT-Heavy Automation & Back-Office Consolidation"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|google-small|HiBob (Bob)", "prompt": "c166-m1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HiBob (Bob): Best for Culture, Engagement & Global Hybrid Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|google-small|Enboarder", "prompt": "c166-m1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enboarder is the gold standard for experience-driven onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|google-small|Trainual", "prompt": "c166-m1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trainual: Best for Role-Specific Ramping & SOPs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|meta-small|Paycor Onboarding", "prompt": "c166-m1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paycor Onboarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated options include Paycor Onboarding, BambooHR, Rippling, Personio, and Homebase."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|meta-small|BambooHR", "prompt": "c166-m1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated options include Paycor Onboarding, BambooHR, Rippling, Personio, and Homebase."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|meta-small|Rippling", "prompt": "c166-m1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated options include Paycor Onboarding, BambooHR, Rippling, Personio, and Homebase."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|meta-small|Personio", "prompt": "c166-m1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top-rated options include Paycor Onboarding, BambooHR, Rippling, Personio, and Homebase."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|meta-small|Homebase", "prompt": "c166-m1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top-rated options include Paycor Onboarding, BambooHR, Rippling, Personio, and Homebase."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|minimax-small|BambooHR", "prompt": "c166-m1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** or **Rippling** would be the top choices—BambooHR for its user-friendly interface and comprehensive features"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|minimax-small|Rippling", "prompt": "c166-m1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or Rippling if IT integration and automation are priorities"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|minimax-small|Personio", "prompt": "c166-m1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** EU-focused or companies with European operations"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|minimax-small|Paycor Onboarding", "prompt": "c166-m1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paycor Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Mid-market companies (500-4,999 employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|minimax-small|isolved", "prompt": "c166-m1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "isolved", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Mid-market companies wanting unified HCM experience"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|mistral-small|Rippling", "prompt": "c166-m1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling and BambooHR are the most popular and highly rated options"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|mistral-small|BambooHR", "prompt": "c166-m1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Rippling and BambooHR are the most popular and highly rated options"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|mistral-small|isolved", "prompt": "c166-m1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "isolved", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-market companies (500–4,999 employees) looking for a unified HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|mistral-small|ADP Workforce Now", "prompt": "c166-m1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider ADP Workforce Now for payroll integration"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|mistral-small|Trainual", "prompt": "c166-m1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trainual for training-focused onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|moonshot-small|Rippling", "prompt": "c166-m1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling** — Best Overall for Mid-Market"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|moonshot-small|BambooHR", "prompt": "c166-m1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** — Best for HR-First Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|moonshot-small|Sapling (now part of Kallidus)", "prompt": "c166-m1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Sapling (now part of Kallidus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Distributed/Remote Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|moonshot-small|Paylocity", "prompt": "c166-m1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Paylocity** — Mid-Market Specialist"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|openai-small|Rippling", "prompt": "c166-m1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best onboarding software is usually **Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|openai-small|BambooHR", "prompt": "c166-m1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a **simpler, more employee-friendly onboarding experience**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|openai-small|HiBob HRIS", "prompt": "c166-m1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you care most about **engagement, collaboration, and a modern employee experience**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|openai-small|ADP Workforce Now", "prompt": "c166-m1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "stronger if you need **broader HR/payroll depth**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|openai-small|Paycor", "prompt": "c166-m1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "good if you want a more traditional HR suite with solid onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|openai-small|Paylocity", "prompt": "c166-m1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "good if you want a more traditional HR suite with solid onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|xai-small|BambooHR", "prompt": "c166-m1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** (Most recommended overall for 50-500 employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|xai-small|Rippling", "prompt": "c166-m1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** (Best for IT/automation-heavy B2B ops)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|xai-small|HiBob (Bob)", "prompt": "c166-m1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HiBob (Bob)** (Best for modern, culture-focused B2B)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|xai-small|Paylocity", "prompt": "c166-m1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Paylocity | High | High | High | Custom | 4.4 |"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|xai-small|WorkBright", "prompt": "c166-m1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "WorkBright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| WorkBright| High | Low-Medium | Medium | $17-30 | High for compliance|"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|xai-small|Paycor/Paycom", "prompt": "c166-m1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paycor/Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Other strong contenders**: Paycor/Paycom (payroll-focused)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|xai-small|Deel", "prompt": "c166-m1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deel (global B2B hires)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|xai-small|ADP Workforce Now", "prompt": "c166-m1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ADP Workforce Now (enterprise-lite)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|zai-small|Rippling", "prompt": "c166-m1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for most mid‑market B2B companies:** **Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|zai-small|HiBob", "prompt": "c166-m1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for modern HR with culture focus:** **HiBob**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|zai-small|ClearCompany", "prompt": "c166-m1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ClearCompany", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for talent management suites:** **ClearCompany**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|zai-small|BambooHR", "prompt": "c166-m1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for all‑in‑one HRIS + onboarding:** **BambooHR**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|zai-small|ADP Workforce Now", "prompt": "c166-m1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "ADP Workforce Now", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for enterprise‑grade compliance:** **ADP Workforce Now**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|zai-small|Deel", "prompt": "c166-m1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Per‑employee pricing:** BambooHR, Rippling, Deel (global)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m1|zai-small|Gusto", "prompt": "c166-m1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Flat + per‑employee:** Gusto – good if payroll is also needed."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|alibaba-small|BambooHR", "prompt": "c166-m2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 **Top Overall Pick: BambooHR**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|alibaba-small|Lighthouse 360", "prompt": "c166-m2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Lighthouse 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lighthouse 360:** A favorite among larger mid-market companies for its powerful conditional workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|alibaba-small|Enboarder", "prompt": "c166-m2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Deep Customization & Automation: Enboarder"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|alibaba-small|Rippling", "prompt": "c166-m2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you value IT/payroll automation above all → Choose Rippling."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|alibaba-small|Gusto", "prompt": "c166-m2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Compliance & Heavy Administration: Rippling or Gusto"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|alibaba-small|Glint / Viva Engage (Microsoft)", "prompt": "c166-m2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Glint / Viva Engage (Microsoft)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If your company is deeply embedded in the Microsoft ecosystem, consider leveraging existing tools"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|alibaba-small|Checkoff", "prompt": "c166-m2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Checkoff", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Checkoff:** Simple, fast, and affordable. Best if you want something lightweight"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|anthropic-small|Bamboo HR", "prompt": "c166-m2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Bamboo HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Bamboo HR** - strong on HRIS integration"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|anthropic-small|Lessonly", "prompt": "c166-m2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Lessonly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Lessonly** - good for training and enablement"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|anthropic-small|Workable/Fintech", "prompt": "c166-m2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workable/Fintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Workable/Fintech** - if hiring is integrated with onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|anthropic-small|Culture Amp", "prompt": "c166-m2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Culture Amp** - if employee engagement is a priority"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|anthropic-small|BrightOnboarding", "prompt": "c166-m2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BrightOnboarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**BrightOnboarding** or **Click Boarding** - dedicated onboarding platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|anthropic-small|Click Boarding", "prompt": "c166-m2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Click Boarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**BrightOnboarding** or **Click Boarding** - dedicated onboarding platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|anthropic-small|Paycor", "prompt": "c166-m2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Paycor** - if HR/payroll integration is key"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|challenger-small|BambooHR", "prompt": "c166-m2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BambooHR** as the default choice if you want the best balance of onboarding, HR workflow, and ease of use"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|challenger-small|Rippling", "prompt": "c166-m2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** if you want **HR + IT automation** in one platform"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|challenger-small|HiBob", "prompt": "c166-m2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HiBob** if you want a more **modern, engagement-focused** HR experience"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|challenger-small|Paylocity", "prompt": "c166-m2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Paylocity** if onboarding should be tightly connected to **payroll and benefits**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|challenger-small|Trainual", "prompt": "c166-m2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Trainual** if your biggest pain point is **process documentation and role-based ramp-up**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|deepseek-small|Rippling", "prompt": "c166-m2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Rippling** is the strongest all-around pick."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|deepseek-small|BambooHR", "prompt": "c166-m2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** — *Best value / simplest.*"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|deepseek-small|Sapling (Kallidus)", "prompt": "c166-m2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Sapling (Kallidus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best dedicated workflow builder.*"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|deepseek-small|Enboarder", "prompt": "c166-m2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best for employee experience / engagement.*"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|deepseek-small|Gusto", "prompt": "c166-m2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if payroll is your #1 need and you're US-based"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|google-small|Workday", "prompt": "c166-m2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "lacks the massive HR headcount to run a heavy, enterprise-grade HCM (like Workday)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|google-small|Rippling", "prompt": "c166-m2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rippling** is the overall market leader for B2B operations"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|google-small|HiBob (Bob)", "prompt": "c166-m2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your B2B model relies heavily on creative, collaborative, and in-office culture, **HiBob** will provide the most welcoming experience."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|google-small|Doozy", "prompt": "c166-m2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Doozy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Slack/Teams-Native Option: **Doozy** or **Donut Journeys**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|google-small|Donut Journeys", "prompt": "c166-m2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Donut Journeys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Doozy and Donut Journeys deliver the onboarding process in bite-sized, scheduled Slack DMs."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|google-small|Sapling (by Kallidus)", "prompt": "c166-m2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Sapling (by Kallidus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Dedicated Best-of-Breed: **Sapling (by Kallidus)** or **Enboarder**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|google-small|Enboarder", "prompt": "c166-m2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "these dedicated platforms excel at handling complex workflow branches"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|meta-small|HiBob", "prompt": "c166-m2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the best new hire onboarding platforms for a mid-sized B2B company are:\n\n1. HiBob"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|meta-small|Paylocity", "prompt": "c166-m2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Paylocity"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|meta-small|ClearCompany", "prompt": "c166-m2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "ClearCompany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. ClearCompany"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|meta-small|BambooHR", "prompt": "c166-m2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|minimax-small|BambooHR", "prompt": "c166-m2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **BambooHR** because: - It's built specifically for mid-sized companies"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|minimax-small|Trainual", "prompt": "c166-m2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your main challenge is **inconsistent processes and tribal knowledge**, consider **Trainual** first"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|minimax-small|Employment Hero", "prompt": "c166-m2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Employment Hero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud-based HRM system - Offers onboarding automation - Good for small to medium-sized businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|mistral-small|BambooHR", "prompt": "c166-m2", "model": "mistral-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** is a highly recommended new hire onboarding platform"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|moonshot-small|HiBob", "prompt": "c166-m2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HiBob** as the first choice if you want a modern, scalable HRIS with strong onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|moonshot-small|BambooHR", "prompt": "c166-m2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One Option ... Consideration: Quote-based pricing with minimum monthly fees"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|moonshot-small|Rippling", "prompt": "c166-m2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If IT provisioning is critical, go with **Rippling**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|moonshot-small|Enboarder", "prompt": "c166-m2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "want to enhance the onboarding experience specifically, **Enboarder** is excellent"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|moonshot-small|Factorial", "prompt": "c166-m2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Value Option ... affordable for mid-market"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|openai-small|Rippling", "prompt": "c166-m2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|openai-small|BambooHR", "prompt": "c166-m2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** is the better fit. It offers e-signatures, document status tracking, templates, checklists"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|openai-small|Workday GO", "prompt": "c166-m2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workday GO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workday GO** is worth considering"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|xai-small|BambooHR", "prompt": "c166-m2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend BambooHR as the top new hire onboarding platform."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|xai-small|Rippling", "prompt": "c166-m2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** (best if HR + IT automation is key)... top for scaling 75-500 employees but more complex/pricey."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|xai-small|WorkBright", "prompt": "c166-m2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**WorkBright** (compliance-focused): Excels in remote I-9 verification"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|xai-small|Enboarder", "prompt": "c166-m2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Enboarder** (engagement-first): Builds immersive journeys"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|zai-small|BambooHR", "prompt": "c166-m2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want an all‑in‑one HR platform with straightforward onboarding: Choose **BambooHR**. It's widely adopted, easy to implement, and offers strong value for mid‑market companies."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|zai-small|Namely", "prompt": "c166-m2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Namely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a unified HRIS with culture‑first features and compliance: Choose **Namely**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|zai-small|Enboarder", "prompt": "c166-m2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a specialized, experience‑driven onboarding layer: Choose **Enboarder**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m2|zai-small|Jobvite Onboard", "prompt": "c166-m2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Jobvite Onboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want integrated hiring + onboarding: Choose **Jobvite Onboard**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|alibaba-small|Rippling", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling:** Specializes in automated **IT provisioning**... it automatically sets up email accounts, Slack access, and devices without IT intervention."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|alibaba-small|Deel", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel:** Best for **Global/Remote Compliance**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|alibaba-small|Personio", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Personio:** A solid choice for European markets and SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|alibaba-small|Enboarder", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Enboarder:** The market leader for **engagement analytics**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|alibaba-small|Ceipal", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Ceipal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ceipal:** Focuses heavily on **gamification** and personalized 90-day roadmaps"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|alibaba-small|Welcome.ai", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Welcome.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Top Players:** **Enboarder**, **Ceipal**, **Welcome.ai**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|alibaba-small|BambooHR", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Their onboarding modules are functional for forms and document management but lack the advanced automation of Rippling or the engagement depth of Enboarder."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|alibaba-small|UKG (Kronos)", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "UKG (Kronos)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Their onboarding modules are functional for forms and document management but lack the advanced automation of Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|alibaba-small|Rocketlane", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rocketlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Rocketlane:** Strongest in **PSA (Professional Services Automation)**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|alibaba-small|GuideCX", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "GuideCX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**GuideCX:** Built for **highly complex implementations**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|alibaba-small|OnRamp", "prompt": "c166-m3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "OnRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**OnRamp:** Focuses on an **AI-powered dual interface**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|anthropic-small|Rippling", "prompt": "c166-m3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling is the only platform at its price point that natively combines HR, payroll, and IT device and app management in a single data model"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|anthropic-small|BambooHR", "prompt": "c166-m3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BambooHR often wins when ease-of-use and onboarding speed are top priorities"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|anthropic-small|Workday", "prompt": "c166-m3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Workday is overkill for any company under 500 employees without a dedicated HRIS team and implementation budget"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|anthropic-small|SAP SuccessFactors", "prompt": "c166-m3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The most widely recognized platforms include: ... **SAP SuccessFactors**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|anthropic-small|Gusto", "prompt": "c166-m3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The most widely recognized platforms include: ... **Gusto**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|anthropic-small|ClearCompany", "prompt": "c166-m3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ClearCompany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The most widely recognized platforms include: ... **ClearCompany**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|BambooHR", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **BambooHR** if you want straightforward HR onboarding and paperwork."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|Rippling", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Rippling** if you want onboarding to trigger IT setup automatically."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|Gusto", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Gusto** if payroll and benefits are central."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|Workday", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Built for scale, compliance, and reporting in complex organizations."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|HiBob", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More emphasis on employee experience, engagement, and modern onboarding flows."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|Trainual", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Trainual** if training and SOPs matter more than HR admin."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|Enboarder", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Enboarder** if employee experience and culture are the priority."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|WorkBright", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong for compliance paperwork and onboarding where candidates may not be at a desk."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|ClearCompany", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ClearCompany", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best when you want hiring and onboarding tightly connected."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|OnRamp", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "OnRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Choose **OnRamp** or **GUIDEcx** if you mean customer onboarding."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|GUIDEcx", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "GUIDEcx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Good for transparent, high-volume onboarding with a client portal"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|Rocketlane", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rocketlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Combines onboarding with PSA-style delivery, utilization, and margin tracking."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|Arrows", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Arrows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "for customer/client onboarding, **OnRamp, GUIDEcx, Rocketlane, Arrows, and Planhat** are repeatedly highlighted"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|Planhat", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Planhat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "for customer/client onboarding, **OnRamp, GUIDEcx, Rocketlane, Arrows, and Planhat** are repeatedly highlighted"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|Userpilot", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Userpilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "In-app guidance, product tours, and behavior-based activation rather than HR workflows."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|Appcues", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Appcues", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "tools like **Userpilot, Appcues, Pendo, Userflow, Intercom, and Mailchimp** are common choices"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|Pendo", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Choose **Userpilot** or **Pendo** if you mean onboarding new software users inside a product."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|Userflow", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Userflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "tools like **Userpilot, Appcues, Pendo, Userflow, Intercom, and Mailchimp** are common choices"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|Intercom", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "tools like **Userpilot, Appcues, Pendo, Userflow, Intercom, and Mailchimp** are common choices"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|challenger-small|Mailchimp", "prompt": "c166-m3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "tools like **Userpilot, Appcues, Pendo, Userflow, Intercom, and Mailchimp** are common choices"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|BambooHR", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The most popular SMB option. Pre-built templates, e-signatures, task checklists, and a visual onboarding dashboard."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|Gusto", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small US business needing payroll + onboarding? → Gusto or Justworks"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|Justworks", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong all-in-one onboarding with payroll and benefits bundled."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|Personio", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Popular in Europe, best for companies with 10–2,000 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|Rippling", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The standout when you need HR, IT, and finance automation together."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|Deel", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for onboarding contractors and employees worldwide"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|Oyster", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Similar global EOR focus for international hiring."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|Enboarder", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Focuses less on paperwork and more on guided, experience-driven onboarding journeys"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|HiBob", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Modern mid-market HR with a focus on culture and engagement"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|Greenhouse", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Excellent if you want a smooth handoff from recruiting into onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|Workable HR", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workable HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Customizable onboarding workflows and end-to-end talent management suites."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|ClearCompany", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ClearCompany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "WorkBright and ClearCompany prioritize compliance and paperwork accuracy."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|Connecteam", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Best for deskless or non-desk employees (field workers, retail, hospitality) with mobile-first onboarding."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|WorkBright", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Remote-first with heavy compliance paperwork focus, mobile-friendly."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|Trainual", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Process-heavy training and SOPs? → Trainual"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|Doozy", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Doozy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Slack-native onboarding for teams that live in Slack."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|Kallidus Sapling", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Kallidus Sapling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Strong mid-market journey-based onboarding."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|iSpring LMS", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "iSpring LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Trainual and iSpring LMS go beyond paperwork into role-based learning paths"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|deepseek-small|Workday", "prompt": "c166-m3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "up to enterprise platforms (Rippling, Workday, HiBob) that use custom quotes"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|google-small|Rippling", "prompt": "c166-m3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are a **growing tech team** and want to automate setting up laptops and accounts: Choose **Rippling**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|google-small|BambooHR", "prompt": "c166-m3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are a **small business** ... Choose **BambooHR** or **Gusto**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|google-small|HiBob (Bob)", "prompt": "c166-m3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A modern, culture-first HRIS built for fast-growing, mid-sized companies."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|google-small|Deel", "prompt": "c166-m3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are hiring **globally**: Choose **Deel** or **Remote**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|google-small|Remote", "prompt": "c166-m3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The market leaders in Employer of Record (EOR) and global contractor management."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|google-small|Donut Journeys", "prompt": "c166-m3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Donut Journeys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Donut** (for Slack teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|google-small|Teamflect", "prompt": "c166-m3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For: Dedicated Microsoft-centric organizations."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|google-small|Enboarder", "prompt": "c166-m3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The leading \"experience-driven\" onboarding specialist."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|google-small|Trainual", "prompt": "c166-m3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Trainual** is a central repository for company playbooks, organization charts, and standard operating procedures."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|google-small|Tango", "prompt": "c166-m3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Tango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Tango** is a browser extension that records your screen and automatically transforms any workflow into a step-by-step visual training guide."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|google-small|Gusto", "prompt": "c166-m3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Choose **BambooHR** or **Gusto**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|meta-small|GUIDEcx", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "GUIDEcx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include GUIDEcx, Rocketlane, Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|meta-small|Rocketlane", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rocketlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include GUIDEcx, Rocketlane, Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|meta-small|Rippling", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include GUIDEcx, Rocketlane, Rippling, Doozy"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|meta-small|Doozy", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Doozy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Rippling, Doozy, BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|meta-small|BambooHR", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Doozy, BambooHR, Enboarder"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|meta-small|Enboarder", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BambooHR, Enboarder, ClearCompany"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|meta-small|ClearCompany", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ClearCompany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enboarder, ClearCompany, Deel"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|meta-small|Deel", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ClearCompany, Deel, HiBob"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|meta-small|HiBob", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Deel, HiBob, Justworks"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|meta-small|Justworks", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "HiBob, Justworks, Factorial"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|meta-small|Factorial", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Justworks, Factorial, monday AI Workspace"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|meta-small|monday AI Workspace", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "monday AI Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Factorial, monday AI Workspace, Greenhouse"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|meta-small|Greenhouse", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "monday AI Workspace, Greenhouse, Workable HR"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|meta-small|Workable HR", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workable HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Greenhouse, Workable HR, Connecteam"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|meta-small|Connecteam", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Workable HR, Connecteam, iSpring LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|meta-small|iSpring LMS", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "iSpring LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Connecteam, iSpring LMS, and Payoneer Workforce Management"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|meta-small|Payoneer Workforce Management", "prompt": "c166-m3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Payoneer Workforce Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "iSpring LMS, and Payoneer Workforce Management"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|minimax-small|Personio", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Personio** | Mid‑size companies (especially in Europe) that need a full HR suite"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|minimax-small|Deel", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Deel** | Global hiring & compliance (150+ countries)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|minimax-small|HiBob (Hibob)", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob (Hibob)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **HiBob (Hibob)** | Growing companies that want a culture‑first onboarding experience"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|minimax-small|CharlieHR", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "CharlieHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **CharlieHR** | Small businesses looking for simple, self‑service onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|minimax-small|Rippling", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Rippling** | Organizations that need HR + IT (zero‑touch provisioning)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|minimax-small|Paycor", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Paycor** | Mid‑market firms needing payroll + compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|minimax-small|Kallidus Sapling", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Kallidus Sapling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Kallidus Sapling** | Enterprise‑level onboarding with analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|minimax-small|Enboarder", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Enboarder** | Companies that prioritize employee experience & communication"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|minimax-small|BambooHR", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **BambooHR** | Corporate / mid‑size firms wanting a single onboarding hub"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|minimax-small|Oneteam", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oneteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| **Oneteam** | Front‑line / deskless workers (mobile‑first)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|minimax-small|Gusto", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "| **Gusto** | Small businesses that want payroll‑led onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|minimax-small|Asana", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "| **Asana** | Teams that prefer project‑management‑style onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|minimax-small|Donut", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Donut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "| **Donut** | Remote/hybrid teams that need social onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|minimax-small|Workday", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "| **Workday** | Large global enterprises requiring advanced analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|minimax-small|ClearCompany", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ClearCompany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "| **ClearCompany** | Companies that want to link recruiting → onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|minimax-small|Zoho People", "prompt": "c166-m3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "| **Zoho People** | Small businesses on a tight budget"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|mistral-small|Rippling", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: HR and IT onboarding in one system"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|mistral-small|BambooHR", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Straightforward onboarding for mid-sized teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|mistral-small|Deel", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Global hiring and compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|mistral-small|Personio", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Comprehensive HR and onboarding needs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|mistral-small|HiBob", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Culture-focused employee onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|mistral-small|Workday", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Enterprise onboarding at a global scale"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|mistral-small|Gusto", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Payroll-led onboarding for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|mistral-small|Enboarder", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Building custom onboarding workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|mistral-small|Donut", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Donut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Social onboarding in remote and hybrid teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|mistral-small|Oneteam", "prompt": "c166-m3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oneteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Frontline workers (deskless employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|moonshot-small|BambooHR", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**All-in-One SMB Solution** | BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|moonshot-small|Gusto", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Small US business** → Gusto or BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|moonshot-small|HiBob", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Modern mid-market companies | User-friendly interface with good integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|moonshot-small|Rippling", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need IT provisioning** → Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|moonshot-small|Enboarder", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Focus on new hire experience** → Enboarder"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|moonshot-small|Click Boarding", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Click Boarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Custom onboarding workflows | Highly configurable workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|moonshot-small|Sapling (Kallidus)", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Sapling (Kallidus)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Structured ramp-up programs | Strong task management and checklists"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|moonshot-small|WorkBright", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**High-volume compliance hiring** → WorkBright"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|moonshot-small|Trainual", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Process-heavy documentation needs** → Trainual"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|moonshot-small|Deel", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Global team without local entities** → Deel or Oyster"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|moonshot-small|Oyster", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Expert-guided global employment | In-house local experts"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|moonshot-small|Multiplier", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Budget-conscious global hiring | Lower starting price"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|moonshot-small|Doozy", "prompt": "c166-m3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Doozy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Slack-native teams | Slack-integrated onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|openai-small|SAP SuccessFactors Onboarding", "prompt": "c166-m3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "SAP SuccessFactors Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Need enterprise-grade HR onboarding? → SAP SuccessFactors or Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|openai-small|BambooHR", "prompt": "c166-m3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need easy onboarding for a smaller company? → BambooHR or Gusto"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|openai-small|Deel", "prompt": "c166-m3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need global contractor/employee onboarding? → Deel"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|openai-small|Workday Onboarding", "prompt": "c166-m3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unified HCM, strong enterprise processes | Can be complex/costly"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|openai-small|Rippling", "prompt": "c166-m3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need onboarding plus IT automation? → Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|openai-small|HiBob", "prompt": "c166-m3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need people-experience-focused onboarding? → HiBob or Lattice"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|openai-small|Lattice", "prompt": "c166-m3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Manager-led onboarding, culture/engagement | Not always a full HR system"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|openai-small|ClearCompany", "prompt": "c166-m3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ClearCompany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**ClearCompany**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|openai-small|Gusto", "prompt": "c166-m3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Very easy payroll + onboarding | Limited enterprise depth"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|openai-small|Zenefits / TriNet-style HR suites", "prompt": "c166-m3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Zenefits / TriNet-style HR suites", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Zenefits / TriNet-style HR suites**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|xai-small|BambooHR", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For HR needs, start with BambooHR (SMB) or Rippling (integrated)."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|xai-small|Rippling", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For HR needs, start with BambooHR (SMB) or Rippling (integrated)."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|xai-small|Deel", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for global/remote teams; excels in contractor onboarding and international payroll."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|xai-small|Workable", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for customizable checklists linked to recruiting."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|xai-small|Justworks", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "All-in-one PEO options with onboarding/offboarding."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|xai-small|Factorial", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "All-in-one PEO options with onboarding/offboarding."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|xai-small|Greenhouse", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others: Greenhouse (hiring-to-onboarding)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|xai-small|Paycor", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BambooHR alternatives like Paycor, HiBob, Personio."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|xai-small|HiBob", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "BambooHR alternatives like Paycor, HiBob, Personio."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|xai-small|Personio", "prompt": "c166-m3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "BambooHR alternatives like Paycor, HiBob, Personio."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|zai-small|Rippling", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Combines HR, IT, and finance in one system."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|zai-small|Deel", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Specializes in hiring across 150+ countries with an Employer of Record (EOR) model."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|zai-small|BambooHR", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Comprehensive HRIS with built-in onboarding, e-signatures, employee records, and time-off."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|zai-small|Trainual", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Specializes in role-based training and documented SOPs."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|zai-small|Gusto", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Payroll-led solution with onboarding baked in."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|zai-small|HiBob", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Modern HRIS with a strong focus on culture and engagement."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|zai-small|Enboarder", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focuses on the end-to-end new-hire experience."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|zai-small|Personio", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Personio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HR automation platform with onboarding workflow tools."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|zai-small|ClearCompany", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "ClearCompany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Talent management suite with onboarding features."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|zai-small|Workday", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Enterprise-grade HR platform with advanced analytics."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|zai-small|Asana", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Uses task-based workflows with AI automation."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|zai-small|Connecteam", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Mobile-first onboarding and communication platform."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m3|zai-small|Donut", "prompt": "c166-m3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Donut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Slack-based tool to pair new hires with teammates."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|alibaba-small|BambooHR", "prompt": "c166-m4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** is widely considered the best all-around choice for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|alibaba-small|Trello", "prompt": "c166-m4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Trello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Trello/Asana** if you want to spend **$0**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|alibaba-small|Asana", "prompt": "c166-m4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Top Contenders:** **Trello**, **Asana**, or **Monday.com**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|alibaba-small|Monday.com", "prompt": "c166-m4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Top Contenders:** **Trello**, **Asana**, or **Monday.com**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|alibaba-small|Zenefits", "prompt": "c166-m4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Historically known for disruptive low pricing ... now mostly low-cost entry plans"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|alibaba-small|Gusto", "prompt": "c166-m4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Gusto** if your biggest immediate pain point is getting them paid"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|alibaba-small|Notion", "prompt": "c166-m4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Very cheap (usually $8/user/month) and highly flexible."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|anthropic-small|FirstHR", "prompt": "c166-m4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FirstHR ($98 flat/month) provides the best combination of features and cost for small businesses without HR staff"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|anthropic-small|Zoho People", "prompt": "c166-m4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's a solid, affordable HR app for small businesses that want flexibility without a big price tag"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|anthropic-small|Gusto", "prompt": "c166-m4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto is the default recommendation for small businesses that need payroll and want onboarding included"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|anthropic-small|BreatheHR", "prompt": "c166-m4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BreatheHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tools like BreatheHR and Gusto offer very affordable starting plans"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|challenger-small|Gusto", "prompt": "c166-m4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employee onboarding software is usually **Gusto** or **Homebase**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|challenger-small|Homebase", "prompt": "c166-m4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Homebase is a strong low-cost choice for hourly teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|challenger-small|BambooHR", "prompt": "c166-m4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "usually **more expensive**, so it is less ideal if budget is the main constraint"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|challenger-small|Zoho People", "prompt": "c166-m4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often recommended for **budget-conscious teams**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|challenger-small|Whale", "prompt": "c166-m4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "noted as **free for small teams** in one review"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|deepseek-small|Zoho People", "prompt": "c166-m4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Zoho People at ~$1.25/user/month is the cheapest full-featured paid option"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|deepseek-small|TalentHR", "prompt": "c166-m4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want **the single best value**, I'd go with **TalentHR**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|deepseek-small|Deel HR", "prompt": "c166-m4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you expect to grow quickly, Deel HR's free tier (up to 200 employees) may serve you best."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|deepseek-small|Connecteam", "prompt": "c166-m4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for hourly/deskless teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|deepseek-small|ChiefOnboarding", "prompt": "c166-m4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "ChiefOnboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ChiefOnboarding (open source, self-hosted) is unbeatable"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|deepseek-small|BambooHR", "prompt": "c166-m4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they have no free plans ... so they're less ideal for tight budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|deepseek-small|Gusto", "prompt": "c166-m4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Gusto starts around $40/month + $6/person ... less ideal for tight budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|google-small|Zoho People", "prompt": "c166-m4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a dedicated HR platform with onboarding workflows but have next to no budget, Zoho People is the cheapest option on the market."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|google-small|Gusto", "prompt": "c166-m4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto or OnPay: Best Value for Automated Payroll + Onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|google-small|OnPay", "prompt": "c166-m4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Both Gusto and OnPay excel at \"self-service\" onboarding."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|google-small|Homebase", "prompt": "c166-m4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Homebase: Best for Hourly & Shift-Based Teams (No \"Per-User\" Creep)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|google-small|Trainual", "prompt": "c166-m4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trainual or SweetProcess: Best for Documenting Training & SOPs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|google-small|SweetProcess", "prompt": "c166-m4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "SweetProcess", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SweetProcess: Starts at $99/month for up to 10 active users."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|meta-small|Zoho People", "prompt": "c166-m4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee onboarding software for a company with a limited budget is Zoho People"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|minimax-small|Zoho People", "prompt": "c166-m4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho People** - Best Overall Budget Pick"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|minimax-small|FirstHR", "prompt": "c166-m4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Zoho People** ($1.25/user/month) or **FirstHR** ($98 flat/month)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|minimax-small|Justworks", "prompt": "c166-m4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Justworks** - Best All-in-One"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|minimax-small|Gusto", "prompt": "c166-m4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gusto** - Best for Simple Needs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|mistral-small|Zoho People", "prompt": "c166-m4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highlighted as the most affordable full-featured option, ideal for small businesses and nonprofits"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|mistral-small|BambooHR", "prompt": "c166-m4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recommended as the best overall small business onboarding software"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|mistral-small|Homebase", "prompt": "c166-m4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For the tightest budget, **Zoho People** and **Homebase** are especially noted for their affordability and comprehensive features."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|mistral-small|FirstHR", "prompt": "c166-m4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers a flat rate of $98 per month, designed for teams without a dedicated HR department."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|mistral-small|Gusto", "prompt": "c166-m4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need payroll integration, **Gusto** is a strong contender."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|moonshot-small|Softr", "prompt": "c166-m4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Softr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Softr** (Best for Custom Solutions) - **Free plan**: Up to 5 users ... **1-5 employees** | Softr Free or Deel Free"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|moonshot-small|Deel", "prompt": "c166-m4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**1-5 employees** | Softr Free or Deel Free | No cost, basic features"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|moonshot-small|FirstHR", "prompt": "c166-m4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**5-15 employees** | FirstHR ($98 flat) | Predictable pricing, no per-user fees"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|moonshot-small|Gusto", "prompt": "c166-m4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**15+ employees** | Gusto or BambooHR | Better value at scale, integrated features"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|moonshot-small|BambooHR", "prompt": "c166-m4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "~$5-15 per employee/month (minimum ~$250/month) ... Better value as you scale"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|moonshot-small|Zoho People", "prompt": "c166-m4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Pricing**: Very affordable, part of Zoho ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|openai-small|Gusto", "prompt": "c166-m4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best value for most small teams: Gusto"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|openai-small|BambooHR", "prompt": "c166-m4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best overall bet is usually **Gusto** or **BambooHR**, depending on what you need most"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|openai-small|Rippling", "prompt": "c166-m4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "avoid enterprise-heavy tools like Rippling or ADP unless you need their broader platform"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|openai-small|ADP", "prompt": "c166-m4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "avoid enterprise-heavy tools like Rippling or ADP unless you need their broader platform"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|xai-small|Zoho People", "prompt": "c166-m4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why Zoho People Edges Out as the Best Overall for Limited Budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|xai-small|TalentHR", "prompt": "c166-m4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Zoho People or TalentHR stand out as the top employee onboarding software options"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|xai-small|BambooHR", "prompt": "c166-m4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid BambooHR if truly budget-tight due to higher floors."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|xai-small|Gusto", "prompt": "c166-m4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If US payroll/compliance is key, add Gusto."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|xai-small|Homebase", "prompt": "c166-m4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For hourly workers, Homebase."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|zai-small|Zoho People", "prompt": "c166-m4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Zoho People – Essential HR (Cheapest Full‑Suite Option)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|zai-small|Eddy HR", "prompt": "c166-m4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Eddy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Eddy HR – Starter (Most Cost‑Effective All‑In‑One)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m4|zai-small|BambooHR", "prompt": "c166-m4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. BambooHR – Core (Best Balance of Simplicity & Features)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|alibaba-small|Rippling", "prompt": "c166-m5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your biggest pain point currently is IT setup delays, prioritize **Rippling**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|alibaba-small|BambooHR (Advanced Onboarding)", "prompt": "c166-m5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR (Advanced Onboarding)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good if you are already a BambooHR shop but need deeper workflow customization."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|alibaba-small|Enboarder", "prompt": "c166-m5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Enboarder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your pain point is a disjointed company culture or new hires feeling isolated, prioritize **Enboarder**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|alibaba-small|Day 1 Life", "prompt": "c166-m5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Day 1 Life", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A comprehensive platform that excels at standardizing the Day 1 experience through digital guides and checklists."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|alibaba-small|Zenefits", "prompt": "c166-m5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ensure you evaluate the current stability of their ecosystem compared to competitors"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|deepseek-small|Workday", "prompt": "c166-m5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not yet at the scale where enterprise suites like Workday make sense by default"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|deepseek-small|ClearCompany", "prompt": "c166-m5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "ClearCompany", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Manager accountability and task visibility (ClearCompany, for example, is strong here)."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|deepseek-small|HiBob", "prompt": "c166-m5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "tools most commonly cited as fits for mid-market teams in recent guides include **HiBob, BambooHR, HR Cloud, Paylocity, isolved, and ClearCompany.**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|deepseek-small|BambooHR", "prompt": "c166-m5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "tools most commonly cited as fits for mid-market teams in recent guides include **HiBob, BambooHR, HR Cloud, Paylocity, isolved, and ClearCompany.**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|deepseek-small|HR Cloud", "prompt": "c166-m5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "HR Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "tools most commonly cited as fits for mid-market teams in recent guides include **HiBob, BambooHR, HR Cloud, Paylocity, isolved, and ClearCompany.**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|deepseek-small|Paylocity", "prompt": "c166-m5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "tools most commonly cited as fits for mid-market teams in recent guides include **HiBob, BambooHR, HR Cloud, Paylocity, isolved, and ClearCompany.**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|deepseek-small|isolved", "prompt": "c166-m5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "isolved", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "tools most commonly cited as fits for mid-market teams in recent guides include **HiBob, BambooHR, HR Cloud, Paylocity, isolved, and ClearCompany.**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|google-small|Workday", "prompt": "c166-m5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not yet massive enough to justify enterprise-level ERP software (like custom Workday deployments) that requires dedicated IT teams to maintain"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|google-small|Rippling", "prompt": "c166-m5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rippling** (best in class for IT provisioning & device shipping alongside HR)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|google-small|HiBob", "prompt": "c166-m5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HiBob** (outstanding culture and employee experience features for modern mid-market teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|google-small|BambooHR", "prompt": "c166-m5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BambooHR** (simple, highly reliable, and cost-effective)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|google-small|Sapling (by Kallidus)", "prompt": "c166-m5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Sapling (by Kallidus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Examples:* **Sapling (by Kallidus)** or **Enboarder**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|google-small|Enboarder", "prompt": "c166-m5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Enboarder** (focuses heavily on behavioral-driven engagement and experience)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|google-small|Trainual", "prompt": "c166-m5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "*Examples:* **Trainual** or **Docebo**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|google-small|Docebo", "prompt": "c166-m5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Docebo** (strong for structured training paths and role-based training)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|mistral-small|BambooHR", "prompt": "c166-m5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compare top solutions like BambooHR, Workday, Rippling, Sapling, or Deel."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|mistral-small|Workday", "prompt": "c166-m5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compare top solutions like BambooHR, Workday, Rippling, Sapling, or Deel."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|mistral-small|Rippling", "prompt": "c166-m5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compare top solutions like BambooHR, Workday, Rippling, Sapling, or Deel."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|mistral-small|Sapling", "prompt": "c166-m5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Sapling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compare top solutions like BambooHR, Workday, Rippling, Sapling, or Deel."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|mistral-small|Deel", "prompt": "c166-m5", "model": "mistral-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compare top solutions like BambooHR, Workday, Rippling, Sapling, or Deel."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|xai-small|Workday", "prompt": "c166-m5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "integrate with your existing HRIS (e.g., Workday, BambooHR)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|xai-small|BambooHR", "prompt": "c166-m5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist vendors: BambooHR (all-in-one)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|xai-small|Rippling", "prompt": "c166-m5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling excels here for HR/IT sync"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|xai-small|Deel", "prompt": "c166-m5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Per employee/mo | $5-15/user | Deel, HiBob"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|xai-small|HiBob", "prompt": "c166-m5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HiBob (engagement)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|xai-small|monday.com", "prompt": "c166-m5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "monday.com (workflows)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m5|xai-small|ClearCompany", "prompt": "c166-m5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "ClearCompany", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ClearCompany (talent focus)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|alibaba-small|BambooHR", "prompt": "c166-m6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "users frequently complain about its onboarding module having a **\"horrible interface\"** or being counter-intuitive"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|alibaba-small|Sage HR", "prompt": "c166-m6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Sage HR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users have reported issues with **\"unintuitive design\"** causing confusion, alongside performance issues like **\"slow loading times\"**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|alibaba-small|Zendesk", "prompt": "c166-m6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "these tools often feel like \"service desk software first\" and may lack the specific compliance, cultural onboarding, or document signing features required by HR"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|alibaba-small|Freshservice", "prompt": "c166-m6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these tools often feel like \"service desk software first\" and may lack the specific compliance, cultural onboarding, or document signing features required by HR"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|challenger-small|BambooHR", "prompt": "c166-m6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "tools like BambooHR, Rippling, HiBob, Gusto, and Workday often cover paperwork well, but dedicated platforms are only worth it when the journey itself is the problem"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|challenger-small|Rippling", "prompt": "c166-m6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "tools like BambooHR, Rippling, HiBob, Gusto, and Workday often cover paperwork well, but dedicated platforms are only worth it when the journey itself is the problem"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|challenger-small|HiBob", "prompt": "c166-m6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "tools like BambooHR, Rippling, HiBob, Gusto, and Workday often cover paperwork well"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|challenger-small|Gusto", "prompt": "c166-m6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "tools like BambooHR, Rippling, HiBob, Gusto, and Workday often cover paperwork well"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|challenger-small|Workday", "prompt": "c166-m6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often cover paperwork well, but dedicated platforms are only worth it when the journey itself is the problem"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|challenger-small|PaymentWorks", "prompt": "c166-m6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "PaymentWorks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "PaymentWorks describes many vendor onboarding platforms as \"static\" and \"rigid,\""}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|deepseek-small|BambooHR", "prompt": "c166-m6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "BambooHR — Regularly the subject of negative reviews across Trustpilot, G2, and Reddit"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|deepseek-small|HiBob (now Sayari)", "prompt": "c166-m6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "HiBob (now Sayari)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "BambooHR and HiBob surfaced most consistently in complaints about flexibility, support, and integration"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|deepseek-small|Rippling", "prompt": "c166-m6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Mostly highly rated (4.8/5 on G2), but caveats: Complex for small/mid businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|google-small|Workday", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "What to Avoid or Approach with Caution: The Monolithic \"All-in-One\" Giants (e.g., Workday, Paycom, legacy ADP)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|google-small|Paycom", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Paycom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The Monolithic \"All-in-One\" Giants (e.g., Workday, Paycom, legacy ADP)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|google-small|ADP", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The Monolithic \"All-in-One\" Giants (e.g., Workday, Paycom, legacy ADP)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|google-small|Paychex", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Rigid, Payroll-First Legacy Systems (e.g., Paychex, Paycor): Why to be cautious"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|google-small|Paycor", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Rigid, Payroll-First Legacy Systems (e.g., Paychex, Paycor)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|google-small|BambooHR", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "platforms like BambooHR quickly run into limits if your company is growing or hiring internationally"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|google-small|Zenefits", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "SMB-Only Tools When Scaling Globally (e.g., basic tiers of BambooHR, Zenefits)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|google-small|WalkMe", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "WalkMe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "WalkMe is incredibly expensive ... and has a notoriously steep learning curve"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|google-small|Appcues", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Appcues", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Fragile, CSS-Dependent Visual Editors (e.g., basic implementations of Appcues or Userpilot)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|google-small|Userpilot", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Userpilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Fragile, CSS-Dependent Visual Editors (e.g., basic implementations of Appcues or Userpilot)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|google-small|Jira", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Forcing your client to log into a chaotic, developer-focused workspace like Jira creates massive friction"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|google-small|Asana", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Internal Project Management Tools Adapted for Clients (e.g., Jira, complex Asana/ClickUp setups)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|google-small|ClickUp", "prompt": "c166-m6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Internal Project Management Tools Adapted for Clients (e.g., Jira, complex Asana/ClickUp setups)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|meta-small|Notion", "prompt": "c166-m6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be aware of the potential pitfalls of using generic tools like Notion, spreadsheets, and email for onboarding."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|meta-small|OnRamp", "prompt": "c166-m6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "OnRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the onboarding platforms mentioned in the search results include: 1. OnRamp"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|meta-small|GUIDEcx", "prompt": "c166-m6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "GUIDEcx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "2. GUIDEcx"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|meta-small|Arrows", "prompt": "c166-m6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Arrows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "3. Arrows"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|meta-small|Rocketlane", "prompt": "c166-m6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rocketlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "4. Rocketlane"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|meta-small|Precursive", "prompt": "c166-m6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Precursive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "5. Precursive"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|meta-small|Guideflow", "prompt": "c166-m6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "6. Guideflow"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|meta-small|BambooHR", "prompt": "c166-m6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "7. BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|meta-small|Enboarder", "prompt": "c166-m6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Enboarder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "8. Enboarder"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|meta-small|Click Boarding", "prompt": "c166-m6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Click Boarding", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "9. Click Boarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|meta-small|Rippling", "prompt": "c166-m6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "10. Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|minimax-small|Workday", "prompt": "c166-m6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Excellent for large enterprises, but often criticized for being overly complex and expensive for smaller companies"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|minimax-small|OnRamp", "prompt": "c166-m6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "OnRamp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some users report missing features, steep learning curves, and limited customization options."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|mistral-small|Enboarder", "prompt": "c166-m6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Enboarder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "avoid enterprise-level journey orchestration tools like Enboarder or Click Boarding unless your onboarding journey is genuinely complex"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|mistral-small|Click Boarding", "prompt": "c166-m6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Click Boarding", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoid enterprise-level journey orchestration tools like Enboarder or Click Boarding unless your onboarding journey is genuinely complex"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|mistral-small|Asana", "prompt": "c166-m6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid inviting customers into your internal project management tools (e.g., Asana, ClickUp, Monday)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|mistral-small|ClickUp", "prompt": "c166-m6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid inviting customers into your internal project management tools (e.g., Asana, ClickUp, Monday)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|mistral-small|Monday", "prompt": "c166-m6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Monday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid inviting customers into your internal project management tools (e.g., Asana, ClickUp, Monday)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|mistral-small|Deel", "prompt": "c166-m6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "avoid platforms like Deel, which are better suited for global hiring and payroll but lack in advanced training features"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|mistral-small|Rippling", "prompt": "c166-m6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "start with your existing HRIS (like BambooHR, Rippling, Gusto, or HiBob)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|mistral-small|BambooHR", "prompt": "c166-m6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "start with your existing HRIS (like BambooHR, Rippling, Gusto, or HiBob)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|mistral-small|Gusto", "prompt": "c166-m6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "start with your existing HRIS (like BambooHR, Rippling, Gusto, or HiBob)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|mistral-small|HiBob", "prompt": "c166-m6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "start with your existing HRIS (like BambooHR, Rippling, Gusto, or HiBob)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|moonshot-small|BambooHR", "prompt": "c166-m6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Verdict:** Fine for simple SMB needs, but avoid if you anticipate needing deep customization or hands-on implementation support."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|moonshot-small|Rippling", "prompt": "c166-m6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Excellent for fast-growing, distributed teams that need deep automation, but risky if you're small, resource-constrained, or need something intuitive"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|moonshot-small|WorkBright", "prompt": "c166-m6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "WorkBright", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good for basic I-9/compliance onboarding, but avoid if you need it to integrate into a larger HR tech stack."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|xai-small|BambooHR", "prompt": "c166-m6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "trial top-rated ones like Rippling or BambooHR first"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|xai-small|Rippling", "prompt": "c166-m6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "trial top-rated ones like Rippling or BambooHR first"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|xai-small|Workable", "prompt": "c166-m6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some Trustpilot users call it a \"total scam\" with buggy integrations, unresponsive support, and ignored escalations."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|xai-small|ZoomInfo", "prompt": "c166-m6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Frequent complaints on Trustpilot about poor support, lengthy/harsh onboarding, inaccurate data, and feeling scammy post-signup."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|xai-small|Welocalize", "prompt": "c166-m6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Welocalize", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Trustpilot highlights rigid testing, sudden bans, automated/unhelpful support, and opaque processes during applicant onboarding."}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|zai-small|Workday", "prompt": "c166-m6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms and Approaches to Avoid ... **Workday** (employee onboarding/payroll): Users report frequent technical errors, broken links, and repeated account lockouts"}, {"id": "mai-20260918-0021-calibration_b-2|c166-m6|zai-small|Gainsight", "prompt": "c166-m6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gainsight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms with Steep Learning Curves - **Gainsight** (customer onboarding/CX): Requires a dedicated (often full-time) admin"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|alibaba-small|BambooHR", "prompt": "c166-s1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small Business HR: **BambooHR** ... the industry standard for small-to-mid-sized businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|alibaba-small|Toggl Plan", "prompt": "c166-s1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Toggl Plan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Simplicity & Visual Planning: **Toggl Plan**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|alibaba-small|Deel", "prompt": "c166-s1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Remote & Global Teams: **Deel**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|alibaba-small|Gusto", "prompt": "c166-s1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget-Friendly Option: **Gusto**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|alibaba-small|Notion", "prompt": "c166-s1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You use **Notion** as your \"New Hire Portal\""}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|alibaba-small|Zapier", "prompt": "c166-s1", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "use **Zapier** to automate triggers"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|anthropic-small|Gusto", "prompt": "c166-s1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Gusto is the easiest fit for US small businesses that want payroll, benefits, and onboarding in one place."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|anthropic-small|BambooHR", "prompt": "c166-s1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BambooHR is the onboarding platform to look at first if you want an all-in-one experience for a small or mid-sized team."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|anthropic-small|JazzHR", "prompt": "c166-s1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Gusto, BambooHR, JazzHR, and WorkBright are often stronger fits for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|anthropic-small|WorkBright", "prompt": "c166-s1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "WorkBright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Gusto, BambooHR, JazzHR, and WorkBright are often stronger fits for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|anthropic-small|Rippling", "prompt": "c166-s1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rippling is the strongest pick when you want HR, IT, and Finance automation in one platform"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|anthropic-small|Trainual", "prompt": "c166-s1", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Trainual is best for businesses that want structured training built into the onboarding process."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|challenger-small|BambooHR", "prompt": "c166-s1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **BambooHR** if you want the strongest *general-purpose* onboarding experience for a small business"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|challenger-small|Gusto", "prompt": "c166-s1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** is the better pick if you want onboarding bundled with payroll and benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|challenger-small|Homebase", "prompt": "c166-s1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Homebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Homebase is a stronger fit for hourly teams rather than a typical B2B company"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|challenger-small|Rippling", "prompt": "c166-s1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for distributed/global hiring | **Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|challenger-small|WorkBright", "prompt": "c166-s1", "model": "challenger-small", "cat": "employee-onboarding", "variant": "direct", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for compliance-heavy onboarding | **WorkBright**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|deepseek-small|BambooHR", "prompt": "c166-s1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you have 25–150 employees and want a strong people-ops/hiring foundation, **BambooHR** is the standout."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|deepseek-small|Gusto", "prompt": "c166-s1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My recommendation for most small B2B companies:** ... **Gusto** is the most user-friendly and cost-transparent"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|deepseek-small|Rippling", "prompt": "c166-s1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for tech-forward companies needing HR + IT automation"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|deepseek-small|Zoho People", "prompt": "c166-s1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most budget-friendly ... the cheapest solid option"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|deepseek-small|Trainual", "prompt": "c166-s1", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if onboarding = training/SOPs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|google-small|Rippling", "prompt": "c166-s1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling is in a league of its own... Choose Rippling if you are a tech-native startup"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|google-small|Gusto", "prompt": "c166-s1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto is the most user-friendly choice to manage onboarding alongside payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|google-small|Deel", "prompt": "c166-s1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deel is the industry leader for handling international hires"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|google-small|Trainual", "prompt": "c166-s1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pair any of the above with Trainual if your product is complex"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|google-small|Workleap Onboarding", "prompt": "c166-s1", "model": "google-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workleap Onboarding", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a lightweight, experience-driven overlay"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|meta-small|BambooHR", "prompt": "c166-s1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated onboarding software include BambooHR, JazzHR, and RUN Powered by ADP."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|meta-small|JazzHR", "prompt": "c166-s1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "JazzHR starting at $75 per month (billed annually)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|meta-small|RUN Powered by ADP", "prompt": "c166-s1", "model": "meta-small", "cat": "employee-onboarding", "variant": "direct", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "RUN Powered by ADP offering a reliable and no-fuss solution for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|minimax-small|BambooHR", "prompt": "c166-s1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited as the best overall for small businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|minimax-small|WorkBright", "prompt": "c166-s1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Particularly well-suited for companies with compliance-heavy hiring needs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|minimax-small|Trainual", "prompt": "c166-s1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Received high ratings (4.8/5 stars on Software Advice)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|minimax-small|QuickBooks Workforce", "prompt": "c166-s1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "QuickBooks Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers AI-powered document templates, custom approval chains, and automated I-9 verification."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|minimax-small|RUN Powered by ADP", "prompt": "c166-s1", "model": "minimax-small", "cat": "employee-onboarding", "variant": "direct", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Described as a reliable solution for small businesses managing payroll and onboarding in one place."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|mistral-small|BambooHR", "prompt": "c166-s1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** or **Gusto** are the top recommendations"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|mistral-small|Gusto", "prompt": "c166-s1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BambooHR** or **Gusto** are the top recommendations"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|mistral-small|TalentHR", "prompt": "c166-s1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "TalentHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TalentHR** is also worth considering"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|mistral-small|Deel", "prompt": "c166-s1", "model": "mistral-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deel** is best for global or remote teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|moonshot-small|Gusto", "prompt": "c166-s1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Gusto** if you're under 50 employees and want an affordable, easy-to-use solution that covers payroll + onboarding."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|moonshot-small|BambooHR", "prompt": "c166-s1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose BambooHR** if you want stronger HR features and employee engagement tools"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|moonshot-small|Rippling", "prompt": "c166-s1", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Rippling** if you're tech-savvy, plan to scale quickly"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|openai-small|BambooHR", "prompt": "c166-s1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employee onboarding software is usually **BambooHR**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|openai-small|Rippling", "prompt": "c166-s1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want onboarding tied tightly to IT, apps, devices, and access provisioning"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|openai-small|Gusto", "prompt": "c166-s1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if payroll-first simplicity matters most"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|openai-small|Deel HR", "prompt": "c166-s1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you have international hires or contractor-heavy onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|openai-small|RUN Powered by ADP", "prompt": "c166-s1", "model": "openai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you want a payroll/HR suite with onboarding and strong tax handling"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|xai-small|BambooHR", "prompt": "c166-s1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR stands out as the top pick for most small businesses due to its ease of use, affordability, and strong onboarding focus."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|xai-small|Gusto", "prompt": "c166-s1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Payroll-integrated onboarding; straightforward for US-based SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|xai-small|Rippling", "prompt": "c166-s1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "powerful but can feel complex for tiniest teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|xai-small|Paycor", "prompt": "c166-s1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Paycor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Comprehensive SMB HR/payroll with compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|xai-small|Workable", "prompt": "c166-s1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Alternatives**: Workable (recruiting-focused)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|xai-small|HiBob", "prompt": "c166-s1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HiBob (collaborative)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|xai-small|FirstHR", "prompt": "c166-s1", "model": "xai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "FirstHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "FirstHR (flat-rate for no-HR teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|zai-small|BambooHR", "prompt": "c166-s1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies: BambooHR or Gusto are the top starting points."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|zai-small|Rippling", "prompt": "c166-s1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For teams needing IT + HR + payroll automation: Rippling."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|zai-small|Gusto", "prompt": "c166-s1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small B2B companies: BambooHR or Gusto are the top starting points."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|zai-small|Trainual", "prompt": "c166-s1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For process-driven organizations: Trainual."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|zai-small|Connecteam", "prompt": "c166-s1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For non-desk or field teams: Connecteam."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|zai-small|Greenhouse", "prompt": "c166-s1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Greenhouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for linking hiring and onboarding; strong ATS integration."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|zai-small|Workable", "prompt": "c166-s1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Workable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for customizable onboarding workflows within a recruiting platform."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|zai-small|Deel", "prompt": "c166-s1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for global/distributed teams with employer-of-record services."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s1|zai-small|WorkBright", "prompt": "c166-s1", "model": "zai-small", "cat": "employee-onboarding", "variant": "direct", "raw": "WorkBright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for I-9 and compliance-heavy paperwork."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|alibaba-small|BambooHR", "prompt": "c166-s2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: BambooHR ... is the industry standard."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|alibaba-small|Rippling", "prompt": "c166-s2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Automating Tasks (IT + HR): Rippling ... arguably the most powerful tool right now."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|alibaba-small|Deel", "prompt": "c166-s2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with Deel if you are planning to hire contractors or team members outside your home country soon."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|alibaba-small|Enboarder", "prompt": "c166-s2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Culture & Engagement: Enboarder focuses on the \"human side.\""}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|alibaba-small|Gusto", "prompt": "c166-s2", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "integrated *into* another HR platform (like BambooHR or Gusto)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|anthropic-small|BambooHR", "prompt": "c166-s2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Choice: **BambooHR**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|anthropic-small|Gusto", "prompt": "c166-s2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto leads for its streamlined onboarding, people-centered design"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|anthropic-small|Rippling", "prompt": "c166-s2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling is the strongest pick when you want HR, IT, and Finance automation in one platform"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|anthropic-small|Trainual", "prompt": "c166-s2", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Trainual wins for process-heavy teams and franchises"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|challenger-small|Arrows", "prompt": "c166-s2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Arrows", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Arrows** if you already use **HubSpot** or **Salesforce**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|challenger-small|OnRamp", "prompt": "c166-s2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "OnRamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**OnRamp** if you want a more flexible platform that still scales down well for a small team"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|challenger-small|Dock", "prompt": "c166-s2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dock** is noted as the quickest to stand up, with a functional client workspace in under an hour"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|challenger-small|Rocketlane", "prompt": "c166-s2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rocketlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "I would *not* start with enterprise-heavy tools like **Rocketlane**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|challenger-small|Precursive", "prompt": "c166-s2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Precursive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "I would *not* start with enterprise-heavy tools like ... **Precursive**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|challenger-small|Gainsight", "prompt": "c166-s2", "model": "challenger-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gainsight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "I would *not* start with enterprise-heavy tools like ... **Gainsight** for a small business"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|deepseek-small|BambooHR", "prompt": "c166-s2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **BambooHR**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|deepseek-small|Gusto", "prompt": "c166-s2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** is an equally excellent, slightly cheaper alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|deepseek-small|Rippling", "prompt": "c166-s2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Rippling if your B2B business is tech-forward... (Note: it's typically the most expensive option.)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|deepseek-small|FirstHR", "prompt": "c166-s2", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose FirstHR if you have very few employees and no HR expertise"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|google-small|Rippling", "prompt": "c166-s2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Combine **Rippling** (for automated HR paperwork + IT/App provisioning) with **Trainual**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|google-small|Trainual", "prompt": "c166-s2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Trainual: Best for Product & Sales Training (Enablement)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|google-small|Gusto", "prompt": "c166-s2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto: Best for Budget-Friendly, US-Only Admin"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|google-small|Arrows", "prompt": "c166-s2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Arrows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Arrows is the best tool for B2B customer onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|google-small|OnRamp", "prompt": "c166-s2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "OnRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "OnRamp or Rocketlane: These are dedicated, collaborative client portals"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|google-small|Rocketlane", "prompt": "c166-s2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rocketlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "OnRamp or Rocketlane: These are dedicated, collaborative client portals"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|google-small|Notion", "prompt": "c166-s2", "model": "google-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "with a shared **Notion workspace** loaded with Loom videos for your training"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|meta-small|BambooHR", "prompt": "c166-s2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR - Best overall small business onboarding software, with a starter monthly fee of $10 per employee."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|meta-small|RUN Powered by ADP", "prompt": "c166-s2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A reliable, no-fuss solution for small businesses managing payroll and onboarding in one place."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|meta-small|Workforce.com", "prompt": "c166-s2", "model": "meta-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workforce.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers employee onboarding with a mobile app, digital form capture, and incomplete onboarding reminders."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|minimax-small|BambooHR", "prompt": "c166-s2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BambooHR** as your top choice"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|minimax-small|Gusto", "prompt": "c166-s2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** — If you also need payroll and benefits management in one platform"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|minimax-small|Workforce.com", "prompt": "c166-s2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Workforce.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if you have hourly workers or need strong scheduling features"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|minimax-small|Monday.com", "prompt": "c166-s2", "model": "minimax-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want highly customizable workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|mistral-small|BambooHR", "prompt": "c166-s2", "model": "mistral-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is widely regarded as the best all-around HR and onboarding solution for small to mid-sized businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|mistral-small|Trainual", "prompt": "c166-s2", "model": "mistral-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your focus is on training and standardizing processes for new sales hires, Trainual is highly recommended."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|mistral-small|Pipedrive", "prompt": "c166-s2", "model": "mistral-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For B2B sales teams that want onboarding to happen directly within their CRM, Pipedrive is a strong choice."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|mistral-small|Dock", "prompt": "c166-s2", "model": "mistral-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dock and Arrows are both excellent for small B2B teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|mistral-small|Arrows", "prompt": "c166-s2", "model": "mistral-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Arrows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Arrows offers deep integration with HubSpot"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|moonshot-small|Gusto", "prompt": "c166-s2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you just need to get payroll and basic onboarding done easily, go with **Gusto**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|moonshot-small|BambooHR", "prompt": "c166-s2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you expect rapid headcount growth, **BambooHR** gives you the most room to scale."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|moonshot-small|FirstHR", "prompt": "c166-s2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically built for small businesses that don't have HR staff."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|moonshot-small|Rippling", "prompt": "c166-s2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your new hires need software/equipment provisioned quickly (common in B2B), choose **Rippling**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|moonshot-small|GuideCX", "prompt": "c166-s2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "GuideCX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms like GuideCX or Rocketlane would be more appropriate"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|moonshot-small|Rocketlane", "prompt": "c166-s2", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rocketlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms like GuideCX or Rocketlane would be more appropriate"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|openai-small|Gusto", "prompt": "c166-s2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Gusto** as the best starting point for new-hire onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|openai-small|BambooHR", "prompt": "c166-s2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best HR-first alternative:** **BambooHR**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|openai-small|Rippling", "prompt": "c166-s2", "model": "openai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for onboarding + IT automation:** **Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|xai-small|BambooHR", "prompt": "c166-s2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend BambooHR as the top new hire onboarding platform."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|xai-small|Rippling", "prompt": "c166-s2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Rippling | You want HR + IT/payroll automation"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|xai-small|Gusto", "prompt": "c166-s2", "model": "xai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto | Payroll is a priority alongside onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|zai-small|FirstHR", "prompt": "c166-s2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "FirstHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For new hires (internal): Start with **FirstHR** for simplicity and flat pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|zai-small|Gusto", "prompt": "c166-s2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** is the best if you also need payroll."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|zai-small|CharlieHR", "prompt": "c166-s2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "CharlieHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Extremely affordable for very small teams; great ease of use and compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|zai-small|BambooHR", "prompt": "c166-s2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BambooHR** is your upgrade path as you grow and need a full HR suite."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|zai-small|Zoho People", "prompt": "c166-s2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lowest cost per employee; ideal if budget is the primary constraint."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|zai-small|GUIDEcx", "prompt": "c166-s2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "GUIDEcx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **OnRamp** or **GUIDEcx** for a modern, automated client-facing experience."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|zai-small|OnRamp", "prompt": "c166-s2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "OnRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **OnRamp** or **GUIDEcx** for a modern, automated client-facing experience."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|zai-small|Arrows", "prompt": "c166-s2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Arrows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HubSpot/Salesforce-native workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s2|zai-small|Service Provider Pro", "prompt": "c166-s2", "model": "zai-small", "cat": "employee-onboarding", "variant": "paraphrase", "raw": "Service Provider Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Agencies needing branded client portals"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|alibaba-small|BambooHR", "prompt": "c166-s3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR (Best Overall for Structured HR)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|alibaba-small|FirstHR", "prompt": "c166-s3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "FirstHR (Best for Non-HR Small Businesses)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|alibaba-small|Rippling", "prompt": "c166-s3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling (Best for Tech-Heavy Teams & IT Automation)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|alibaba-small|Gusto", "prompt": "c166-s3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gusto (Best for Simplicity & Payroll Integration)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|alibaba-small|Homebase", "prompt": "c166-s3", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Homebase (Best for Hourly/Field Workers)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|anthropic-small|Gusto", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is the easiest fit for US small businesses that want payroll, benefits, and onboarding in one place."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|anthropic-small|BambooHR", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BambooHR is the simplest SMB option, with direct integrations into Okta, Entra ID, and Google Workspace"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|anthropic-small|Rippling", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling is the strongest pick when you want HR, IT, and Finance automation in one platform"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|anthropic-small|WorkBright", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "WorkBright specializes in remote onboarding with mobile-first document handling"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|anthropic-small|Trainual", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trainual wins for process-heavy teams and franchises that need role-based training and documented SOPs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|anthropic-small|Homebase", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Homebase is the top choice for small businesses with hourly employees"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|anthropic-small|JazzHR", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Gusto, BambooHR, JazzHR, and WorkBright are often stronger fits if you're choosing software for a small business"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|anthropic-small|Asana", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BambooHR offers less flexibility than Asana for complex onboarding workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|anthropic-small|Deel", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Deel and Oyster lead for international hiring"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|anthropic-small|Oyster", "prompt": "c166-s3", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Deel and Oyster lead for international hiring"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|challenger-small|BambooHR", "prompt": "c166-s3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **BambooHR** if you want the most balanced SMB onboarding tool."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|challenger-small|Gusto", "prompt": "c166-s3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Gusto** if payroll is already central to your workflow."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|challenger-small|Rippling", "prompt": "c166-s3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Rippling** if you also need software/device provisioning."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|challenger-small|Homebase", "prompt": "c166-s3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Homebase** if your team is hourly, distributed, or frontline."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|challenger-small|Trainual", "prompt": "c166-s3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Trainual** if onboarding is mostly about training and repeatable processes."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|challenger-small|FirstHR", "prompt": "c166-s3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "FirstHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**FirstHR** is presented as a strong fit for small businesses without a dedicated HR department"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|challenger-small|WorkBright", "prompt": "c166-s3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**WorkBright** is especially useful for remote or field workers who need offsite paperwork completion"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|challenger-small|Justworks", "prompt": "c166-s3", "model": "challenger-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "another all-in-one option, but it is typically framed more as a broader HR/payroll platform than a pure onboarding specialist"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|deepseek-small|BambooHR", "prompt": "c166-s3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Growing teams (roughly 10–200 people) that want a full HR system ... **Want the best general HR system?** BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|deepseek-small|Gusto", "prompt": "c166-s3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "if your team is under ~25 people and payroll is a priority, Gusto tends to be the most cost-effective single tool"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|deepseek-small|Rippling", "prompt": "c166-s3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The most powerful automation, but more complex and expensive — overkill if you don't need device/app provisioning"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|deepseek-small|Trainual", "prompt": "c166-s3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need to document processes and train on them?** Trainual"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|deepseek-small|Connecteam", "prompt": "c166-s3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Frontline/deskless employees?** Connecteam"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|deepseek-small|Homebase", "prompt": "c166-s3", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need payroll plus HR?** Gusto (or Homebase for hourly teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|google-small|Gusto", "prompt": "c166-s3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is the gold standard for small US-based teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|google-small|Rippling", "prompt": "c166-s3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Tech-Forward Teams & IT Provisioning ... **Rippling** is unmatched"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|google-small|Donut", "prompt": "c166-s3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Donut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Slack-First Teams & Company Culture"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|google-small|Deel", "prompt": "c166-s3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deel** is the industry leader for international onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|google-small|Connecteam", "prompt": "c166-s3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Deskless and Frontline Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|google-small|Trainual", "prompt": "c166-s3", "model": "google-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Trainual** is a learning management and onboarding tool combined"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|meta-small|Gusto", "prompt": "c166-s3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Gusto is known for its comprehensive payroll and human capital management functions"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|meta-small|BambooHR", "prompt": "c166-s3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BambooHR offers a broader HR platform with applicant tracking and performance management"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|meta-small|Rippling", "prompt": "c166-s3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Rippling is ideal for automating HR and IT workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|meta-small|Trainual", "prompt": "c166-s3", "model": "meta-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Trainual focuses on documentation and knowledge transfer"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|minimax-small|BambooHR", "prompt": "c166-s3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** provides more comprehensive HR features"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|minimax-small|Gusto", "prompt": "c166-s3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, **Gusto** offers the best value if you need payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|minimax-small|FirstHR", "prompt": "c166-s3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FirstHR** is ideal for tight budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|minimax-small|WorkBright", "prompt": "c166-s3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**WorkBright** excels if compliance is your primary concern"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|minimax-small|Enboarder", "prompt": "c166-s3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Engaging Experience"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|minimax-small|Coassemble", "prompt": "c166-s3", "model": "minimax-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Coassemble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for Interactive Training"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|mistral-small|BambooHR", "prompt": "c166-s3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For a full HR suite with onboarding, **BambooHR** is ideal."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|mistral-small|Gusto", "prompt": "c166-s3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Gusto leads our list for its streamlined onboarding, people-centered design, and tight integration across payroll, benefits, and hiring tools."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|mistral-small|Homebase", "prompt": "c166-s3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're an hourly team, **Homebase** is a great fit."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|mistral-small|Rippling", "prompt": "c166-s3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For remote teams needing IT and compliance, **Rippling** is best."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|mistral-small|Workday Onboarding (HCM)", "prompt": "c166-s3", "model": "mistral-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Workday Onboarding (HCM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Can be overkill for very small teams, steeper learning curve."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|moonshot-small|BambooHR", "prompt": "c166-s3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the choice usually comes down to **BambooHR** if you want HR depth, or **Gusto** if payroll is your center of gravity."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|moonshot-small|Gusto", "prompt": "c166-s3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the choice usually comes down to **BambooHR** if you want HR depth, or **Gusto** if payroll is your center of gravity."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|moonshot-small|WorkBright", "prompt": "c166-s3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best when: You hire remotely, have seasonal workers, or operate in regulated industries"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|moonshot-small|Donut", "prompt": "c166-s3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Donut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Slack-native tool focused on human connection, not paperwork"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|moonshot-small|Trainual", "prompt": "c166-s3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Turns SOPs and process docs into structured training paths"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|moonshot-small|Rippling", "prompt": "c166-s3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More complex and module-based pricing; can be overkill for very small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|moonshot-small|Deel", "prompt": "c166-s3", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Over-specialized if your entire team is in one country"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|openai-small|Gusto", "prompt": "c166-s3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1–20 employees, want easy setup: Gusto"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|openai-small|BambooHR", "prompt": "c166-s3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Want the best HR onboarding experience: BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|openai-small|Rippling", "prompt": "c166-s3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need IT + HR automation: Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|openai-small|RUN Powered by ADP", "prompt": "c166-s3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want payroll/compliance help: RUN Powered by ADP"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|openai-small|Deputy", "prompt": "c166-s3", "model": "openai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deputy is also worth a look if your team is shift-based"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|xai-small|BambooHR", "prompt": "c166-s3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Strongest pure HR focus with analytics and employee self-service; ideal if you want HR beyond onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|xai-small|Gusto", "prompt": "c166-s3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gusto/FirstHR win for simplicity/no expertise needed"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|xai-small|Rippling", "prompt": "c166-s3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More complex/expensive for non-tech teams."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|xai-small|FirstHR", "prompt": "c166-s3", "model": "xai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Purpose-built for tiny teams, less robust for advanced HR."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|zai-small|Gusto", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small US-based teams: Gusto or BambooHR are the safest all-round choices."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|zai-small|BambooHR", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small US-based teams: Gusto or BambooHR are the safest all-round choices."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|zai-small|Rippling", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If IT provisioning matters: Rippling."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|zai-small|Enboarder", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a visual, compliance-driven portal: Enboarder."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|zai-small|Coassemble", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Coassemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want interactive learning: Coassemble."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|zai-small|Homebase", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're hourly-focused and need scheduling: Homebase."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|zai-small|Deel", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you're hiring globally: Deel."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s3|zai-small|Donut", "prompt": "c166-s3", "model": "zai-small", "cat": "employee-onboarding", "variant": "comparative", "raw": "Donut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you want connection built into Slack/Teams: Donut."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|alibaba-small|Paycor", "prompt": "c166-s4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Paycor** if you have fewer than 50 employees."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|alibaba-small|Enboarder", "prompt": "c166-s4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Enboarder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "It effectively replaces expensive dedicated onboarding software like Enboarder or JustInTime."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|alibaba-small|JustInTime", "prompt": "c166-s4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "JustInTime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "expensive dedicated onboarding software like Enboarder or JustInTime"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|alibaba-small|BambooHR", "prompt": "c166-s4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BambooHR (Best for Hiring to Onboarding)** ... industry standard for small business HR"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|alibaba-small|Gusto", "prompt": "c166-s4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Gusto (Best Value for Money)** ... the ROI is huge"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|alibaba-small|Square Personnel", "prompt": "c166-s4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Square Personnel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "bundle their payroll and onboarding tools together at a competitive flat rate"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|alibaba-small|Notion", "prompt": "c166-s4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**No Budget at all** | **Notion** | $0 (Manual Setup)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|alibaba-small|Trello", "prompt": "c166-s4", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Trello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Trello** ... Extremely simple; everyone knows how to use it."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|anthropic-small|Zoho People", "prompt": "c166-s4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a pure budget approach with flexibility, **Zoho People** is hard to beat."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|anthropic-small|Gusto", "prompt": "c166-s4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you specifically need payroll integration along with onboarding, **Gusto** is particularly popular."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|anthropic-small|TriNet HR", "prompt": "c166-s4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "TriNet HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TriNet HR is a cost-effective onboarding solution for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|anthropic-small|BambooHR", "prompt": "c166-s4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BambooHR is the simplest SMB option"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|anthropic-small|JazzHR", "prompt": "c166-s4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "JazzHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Gusto, BambooHR, JazzHR, and WorkBright are often stronger fits for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|anthropic-small|WorkBright", "prompt": "c166-s4", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "budget", "raw": "WorkBright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gusto, BambooHR, JazzHR, and WorkBright are often stronger fits for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|challenger-small|Gusto", "prompt": "c166-s4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default pick is **Gusto** if you want onboarding **plus payroll** in one affordable system"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|challenger-small|FirstHR", "prompt": "c166-s4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "if you need the **lowest flat cost** and have no HR staff, **FirstHR** is the stronger budget fit"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|challenger-small|Zoho People", "prompt": "c166-s4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for teams that want the **cheapest per-user pricing**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|challenger-small|Homebase", "prompt": "c166-s4", "model": "challenger-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it is more of an operations suite than a pure onboarding tool"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|deepseek-small|Zoho People", "prompt": "c166-s4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation for a small company on a tight budget: Zoho People for sheer value"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|deepseek-small|CharlieHR (Charlie)", "prompt": "c166-s4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "CharlieHR (Charlie)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **CharlieHR** if you want an easy, all-in-one HR tool without needing an HR specialist"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|deepseek-small|Gusto", "prompt": "c166-s4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you also need payroll, **Gusto** is the strongest all-in-one value."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|deepseek-small|OnPay", "prompt": "c166-s4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Gusto or OnPay if you also need payroll and want to consolidate tools"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|deepseek-small|Homebase", "prompt": "c166-s4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for hourly crews - Free tier available; paid from ~$7/month"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|deepseek-small|BreatheHR", "prompt": "c166-s4", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BreatheHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Very affordable small-team option"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|google-small|Deel HR", "prompt": "c166-s4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Deel HR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a 100% free, professional HRIS with onboarding:** Go with **Deel HR**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|google-small|Zoho People", "prompt": "c166-s4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Ultra-Low Cost Standalone Option: **Zoho People**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|google-small|BambooHR", "prompt": "c166-s4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "steeper learning curve than modern tools like BambooHR or Gusto"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|google-small|Gusto", "prompt": "c166-s4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you also need to set up payroll and want onboarding included:** Go with **Gusto**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|google-small|Homebase", "prompt": "c166-s4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have hourly staff/shift workers and want mobile onboarding:** Go with **Homebase**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|google-small|Eddy", "prompt": "c166-s4", "model": "google-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Eddy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best Dedicated \"Local Business\" Onboarding: **Eddy**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|meta-small|Zoho People", "prompt": "c166-s4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho People - Most affordable full-featured employee onboarding software."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|meta-small|BambooHR", "prompt": "c166-s4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BambooHR - Best overall small business onboarding software, starting at $10 per employee per month."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|meta-small|FirstHR", "prompt": "c166-s4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FirstHR - Best for teams without HR, at a flat rate of $98 per month."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|meta-small|Gusto", "prompt": "c166-s4", "model": "meta-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gusto - Best if you also need payroll, at $49 per month plus $6 per person."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|minimax-small|Zoho People", "prompt": "c166-s4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho People** or **FirstHR** would be your best bets"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|minimax-small|FirstHR", "prompt": "c166-s4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zoho People** or **FirstHR** would be your best bets"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|minimax-small|JuggleHire", "prompt": "c166-s4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "JuggleHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Combined Hiring + Onboarding - $79/month"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|minimax-small|Gusto", "prompt": "c166-s4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you also need payroll functionality, **Gusto** offers good value"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|minimax-small|Zenefits", "prompt": "c166-s4", "model": "minimax-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best Free/Low-Cost Option - Good basic features for very small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|mistral-small|Gusto", "prompt": "c166-s4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want an all-in-one solution with payroll and benefits, Gusto is the best value."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|mistral-small|BambooHR", "prompt": "c166-s4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong overall choice for small businesses (25–500 employees)... However, it's slightly more expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|mistral-small|Eddy HR Starter", "prompt": "c166-s4", "model": "mistral-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Eddy HR Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A budget-friendly option at $4 per person per month plus a $50 base fee"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|moonshot-small|BambooHR", "prompt": "c166-s4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** - Best Overall for Small Business"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|moonshot-small|Gusto", "prompt": "c166-s4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** - Best Budget-Friendly All-in-One"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|moonshot-small|Homebase", "prompt": "c166-s4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Homebase** - Good Free Option"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|moonshot-small|HR.my", "prompt": "c166-s4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "HR.my", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Start with HR.my** (completely free) if you have very basic needs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|moonshot-small|Softr", "prompt": "c166-s4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Softr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free plan available, paid plans start at $19/month"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|moonshot-small|Zoho Creator", "prompt": "c166-s4", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho Creator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "100% customizable onboarding software"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|openai-small|Gusto", "prompt": "c166-s4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Gusto**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|openai-small|RUN Powered by ADP", "prompt": "c166-s4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best ultra-simple budget pick:** **RUN Powered by ADP**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|openai-small|BambooHR", "prompt": "c166-s4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "it may be less budget-friendly than the simplest options"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|openai-small|Rippling", "prompt": "c166-s4", "model": "openai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it's usually better for teams with more budget"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|xai-small|Homebase", "prompt": "c166-s4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Homebase stands out as the top recommendation for employee onboarding software."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|xai-small|Gusto", "prompt": "c166-s4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great if payroll is key—includes self-onboarding portals, tax forms, e-signatures, checklists"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|xai-small|BambooHR", "prompt": "c166-s4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top-rated overall for small/growing businesses ... but pricier for tiny teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|xai-small|FirstHR", "prompt": "c166-s4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flat pricing (no per-employee fees) tailored for small teams without dedicated HR."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|xai-small|CharlieHR", "prompt": "c166-s4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "CharlieHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "FirstHR or CharlieHR (flat ~$98/month or similar low fixed rates)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|xai-small|Notion", "prompt": "c166-s4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free for checklists, document sharing, and task tracking. Customizable but requires manual setup"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|xai-small|Google Workspace", "prompt": "c166-s4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Google Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free for checklists, document sharing, and task tracking"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|xai-small|Trello", "prompt": "c166-s4", "model": "xai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Trello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free for checklists, document sharing, and task tracking—no native e-sign or automation."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|zai-small|TalentHR", "prompt": "c166-s4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "TalentHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentHR** — Best Overall for Small Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|zai-small|HR.my", "prompt": "c166-s4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "HR.my", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HR.my** — Completely Free HR Suite"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|zai-small|Connecteam", "prompt": "c166-s4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers **full feature access free up to 10 users**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|zai-small|Softr (with Airtable)", "prompt": "c166-s4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Softr (with Airtable)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Build Your Own Onboarding Portal ... Starts **completely free**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|zai-small|Zoho People", "prompt": "c166-s4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most Affordable Paid Option ... $1.25/user/month"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s4|zai-small|Gusto", "prompt": "c166-s4", "model": "zai-small", "cat": "employee-onboarding", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if You Need Payroll + Onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|alibaba-small|Salesforce", "prompt": "c166-s5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You generally do **not** need enterprise-grade heavy lifting (like Salesforce or SAP)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|alibaba-small|SAP", "prompt": "c166-s5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You generally do **not** need enterprise-grade heavy lifting (like Salesforce or SAP)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|alibaba-small|Ramp", "prompt": "c166-s5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Tool Focus:* **Ramp** or **Personio**. These focus heavily on IT provisioning and expense management."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|alibaba-small|Personio", "prompt": "c166-s5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Tool Focus:* **Ramp** or **Personio**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|alibaba-small|BambooHR", "prompt": "c166-s5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BambooHR** (native module) or **Gusto**. They handle the digital signature/compliance aspect natively."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|alibaba-small|Gusto", "prompt": "c166-s5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**BambooHR** (native module) or **Gusto**. They handle the digital signature/compliance aspect natively."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|alibaba-small|Enboarder", "prompt": "c166-s5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "*Tool Focus:* **Enboarder**, **Tandem**, or **Kazoo**. These focus on engagement, feedback surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|alibaba-small|Tandem", "prompt": "c166-s5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Tandem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Enboarder**, **Tandem**, or **Kazoo**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|alibaba-small|Kazoo", "prompt": "c166-s5", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Kazoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Enboarder**, **Tandem**, or **Kazoo**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|deepseek-small|BambooHR", "prompt": "c166-s5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Would you like me to dig into specific vendors (BambooHR, Gusto, Rippling, Connecteam, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|deepseek-small|Gusto", "prompt": "c166-s5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "specific vendors (BambooHR, Gusto, Rippling, Connecteam, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|deepseek-small|Rippling", "prompt": "c166-s5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specific vendors (BambooHR, Gusto, Rippling, Connecteam, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|deepseek-small|Connecteam", "prompt": "c166-s5", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specific vendors (BambooHR, Gusto, Rippling, Connecteam, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|google-small|Workday", "prompt": "c166-s5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you are too small for heavy, expensive enterprise systems like Workday or SAP SuccessFactors"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|google-small|SAP SuccessFactors", "prompt": "c166-s5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you are too small for heavy, expensive enterprise systems like Workday or SAP SuccessFactors"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|google-small|Rippling", "prompt": "c166-s5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Rippling is the gold standard if you want to automate both HR and IT"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|google-small|Gusto", "prompt": "c166-s5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Simplicity & Payroll: Gusto ... is incredibly easy to use"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|google-small|BambooHR", "prompt": "c166-s5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Culture & Engagement: BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|google-small|Deel", "prompt": "c166-s5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for International/Remote Teams: Deel or Remote"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|google-small|Remote", "prompt": "c166-s5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for International/Remote Teams: Deel or Remote"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|google-small|Trainual", "prompt": "c166-s5", "model": "google-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Process-Heavy Training: Trainual"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|moonshot-small|FirstHR", "prompt": "c166-s5", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "scale", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**FirstHR** – flat fee, designed for teams without HR ($98/month)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|moonshot-small|BambooHR", "prompt": "c166-s5", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** – all-in-one HR with good onboarding ($250+ minimum)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|moonshot-small|Gusto", "prompt": "c166-s5", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gusto** – if you also need payroll ($169/month estimated for 30 people)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|moonshot-small|Rippling", "prompt": "c166-s5", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Rippling** – strong IT/HR integration but may be overkill"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|xai-small|BambooHR", "prompt": "c166-s5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BambooHR** | Overall SMBs; engagement-focused | $6–8/user/mo | Culture-building tools, e-sign, great UX."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|xai-small|Rippling", "prompt": "c166-s5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** | IT/HR automation | $8/user/mo | Device management, 1-click provisioning."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|xai-small|Gusto", "prompt": "c166-s5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gusto** | Payroll + onboarding bundle | $40 base + $6/user | Compliance-heavy, easy forms."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|xai-small|Homebase", "prompt": "c166-s5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Homebase** | Hourly/shift teams | Free–$24/location | Scheduling integration."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|xai-small|Workforce/Bamboo alternatives", "prompt": "c166-s5", "model": "xai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Workforce/Bamboo alternatives", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Workforce/Bamboo alternatives** | Quick self-onboarding | Varies | Paperless I-9/W-4. |"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|zai-small|BambooHR", "prompt": "c166-s5", "model": "zai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with solutions like BambooHR, Namely, or WorkBright that offer solid foundations and can scale with you."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|zai-small|Namely", "prompt": "c166-s5", "model": "zai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "Namely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with solutions like BambooHR, Namely, or WorkBright"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s5|zai-small|WorkBright", "prompt": "c166-s5", "model": "zai-small", "cat": "employee-onboarding", "variant": "scale", "raw": "WorkBright", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with solutions like BambooHR, Namely, or WorkBright that offer solid foundations"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|alibaba-small|Workday", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** **Avoid** unless you are rapidly scaling to 100+ employees"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|alibaba-small|BambooHR", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Better Alternative:** Look at modular, small-business-first platforms like **BambooHR**, **Gusto**, or **Zenefits**."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|alibaba-small|Gusto", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "small-business-first platforms like **BambooHR**, **Gusto**, or **Zenefits**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|alibaba-small|Zenefits", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "small-business-first platforms like **BambooHR**, **Gusto**, or **Zenefits**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|alibaba-small|Gainsight", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gainsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Be Cautious.** Most of these are designed for mid-market and enterprise companies."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|alibaba-small|Intercom’s Advanced Tiers", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Intercom’s Advanced Tiers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise Customer Success Platforms (e.g., Gainsight, Intercom’s Advanced Tiers) ... **Be Cautious.**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|alibaba-small|HubSpot", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "stick to integrated CRMs (HubSpot/Salesforce) or lightweight tools"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|alibaba-small|Salesforce", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "stick to integrated CRMs (HubSpot/Salesforce)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|alibaba-small|OnRamp", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "OnRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "lightweight tools like **OnRamp** or **Moxo**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|alibaba-small|Moxo", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Moxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "lightweight tools like **OnRamp** or **Moxo**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|alibaba-small|Rocketlane", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rocketlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Heavy PSA Tools (e.g., Rocketlane, Pivotal) ... **Verdict:** **Avoid** if you are a lean agency"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|alibaba-small|Pivotal", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Pivotal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Heavy PSA Tools (e.g., Rocketlane, Pivotal) ... **Avoid**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|alibaba-small|Dock", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "a specialized portal solution like **Dock**, **Sandbox**"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|alibaba-small|Sandbox", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Sandbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Dock**, **Sandbox**, or a custom-built **Clay/Zapier** sequence"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|alibaba-small|Clay/Zapier", "prompt": "c166-s6", "model": "alibaba-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Clay/Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "a custom-built **Clay/Zapier** sequence often provides a smoother, branded experience"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|anthropic-small|Freshteam", "prompt": "c166-s6", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Freshteam", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Freshteam shut down in early 2026, leaving its users without a platform, so this should definitely be avoided."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|anthropic-small|Rippling", "prompt": "c166-s6", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise tools (Rippling, ClearCompany, Greenhouse, Enboarder) ... are the wrong choice for companies under 50 employees without HR staff."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|anthropic-small|ClearCompany", "prompt": "c166-s6", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ClearCompany", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise tools (Rippling, ClearCompany, Greenhouse, Enboarder) ... are the wrong choice for companies under 50 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|anthropic-small|Greenhouse", "prompt": "c166-s6", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Greenhouse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise tools (Rippling, ClearCompany, Greenhouse, Enboarder) ... are the wrong choice for companies under 50 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|anthropic-small|Enboarder", "prompt": "c166-s6", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Enboarder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise tools (Rippling, ClearCompany, Greenhouse, Enboarder) require 4 to 12 weeks of implementation and a dedicated HR team."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|anthropic-small|Gusto", "prompt": "c166-s6", "model": "anthropic-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Gusto is the right call only if you also need payroll. As a standalone onboarding tool, dedicated platforms do more for less money."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|challenger-small|Gainsight", "prompt": "c166-s6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gainsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise CS / PSA tools like Gainsight, Rocketlane, and Precursive can be poor fits at small scale"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|challenger-small|Rocketlane", "prompt": "c166-s6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rocketlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can be poor fits at small scale because they require more setup"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|challenger-small|Precursive", "prompt": "c166-s6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Precursive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can be poor fits at small scale because they require more setup"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|challenger-small|Workday Onboarding", "prompt": "c166-s6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday Onboarding", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Complex HR suites such as Workday Onboarding are typically better suited to larger organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|challenger-small|Pendo", "prompt": "c166-s6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Pendo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Digital adoption platforms like Pendo or Appcues are not the right choice if you need employee or client onboarding workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|challenger-small|Appcues", "prompt": "c166-s6", "model": "challenger-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Appcues", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "are not the right choice if you need employee or client onboarding workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|deepseek-small|Rippling", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious if you have under ~30 employees. It's powerful but often described as overkill and over-budget for small teams."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|deepseek-small|BambooHR", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "watch for the payroll gap ... payroll is NOT included in the core product"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|deepseek-small|Gusto", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "good payroll, shaky support and hidden costs"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|deepseek-small|Zenefits", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Zenefits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "payroll is a paid add-on, and its fit for small teams is weaker"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|deepseek-small|Workday", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "built for large enterprises — way overkill for an SMB; you'll pay enterprise-level costs for features you'll never touch"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|deepseek-small|WorkBright", "prompt": "c166-s6", "model": "deepseek-small", "cat": "employee-onboarding", "variant": "negative", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the sources consistently highlight BambooHR (if you handle payroll elsewhere), WorkBright (compliance-heavy)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|google-small|Workday", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid them: These platforms are built for organizations with thousands of employees and dedicated IT teams."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|google-small|SAP SuccessFactors", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade HCM Giants (e.g., Workday, SAP SuccessFactors, Oracle Cloud HCM)... Why to avoid them"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|google-small|Oracle Cloud HCM", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade HCM Giants (e.g., Workday, SAP SuccessFactors, Oracle Cloud HCM)... Why to avoid them"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|google-small|ADP", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why to be cautious: While ADP and Paychex have \"small business\" tiers, their underlying infrastructure is built on legacy code."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|google-small|Paychex", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why to be cautious: While ADP and Paychex have \"small business\" tiers, their underlying infrastructure is built on legacy code."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|google-small|Rippling", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Modular, Rigid Contract Platforms (e.g., Rippling)... small businesses often get burned by their contract structures."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|google-small|Rocketlane", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rocketlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Heavy, \"PSA-First\" Platforms (e.g., Rocketlane, Precursive)... Why to be cautious: They require intense manual setup"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|google-small|Precursive", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Precursive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Heavy, \"PSA-First\" Platforms (e.g., Rocketlane, Precursive)... Why to be cautious"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|google-small|Arrows", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Arrows", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Instead: Look for lightweight, customer-centric portals (like Arrows or basic client-facing tools)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|google-small|WalkMe", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "WalkMe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Heavy Enterprise Digital Adoption Platforms (e.g., WalkMe, Pendo)... They are incredibly expensive, carry steep learning curves"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|google-small|Pendo", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Pendo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Heavy Enterprise Digital Adoption Platforms (e.g., WalkMe, Pendo)... too heavy and expensive for an early-stage startup"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|google-small|Chameleon", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Chameleon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Look for code-free, lightweight alternatives (like Chameleon or Userpilot)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|google-small|Userpilot", "prompt": "c166-s6", "model": "google-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Userpilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Look for code-free, lightweight alternatives (like Chameleon or Userpilot)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|meta-small|OnRamp", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "OnRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top results include OnRamp, GUIDEcx, Arrows, Rocketlane, Precursive, Dock, BambooHR, Gusto, FirstHR, and Rippling."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|meta-small|GUIDEcx", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "GUIDEcx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top results include OnRamp, GUIDEcx, Arrows, Rocketlane, Precursive, Dock, BambooHR, Gusto, FirstHR, and Rippling."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|meta-small|Arrows", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Arrows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top results include OnRamp, GUIDEcx, Arrows, Rocketlane, Precursive, Dock, BambooHR, Gusto, FirstHR, and Rippling."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|meta-small|Rocketlane", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rocketlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top results include OnRamp, GUIDEcx, Arrows, Rocketlane, Precursive, Dock, BambooHR, Gusto, FirstHR, and Rippling."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|meta-small|Precursive", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Precursive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top results include OnRamp, GUIDEcx, Arrows, Rocketlane, Precursive, Dock, BambooHR, Gusto, FirstHR, and Rippling."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|meta-small|Dock", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Dock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top results include OnRamp, GUIDEcx, Arrows, Rocketlane, Precursive, Dock, BambooHR, Gusto, FirstHR, and Rippling."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|meta-small|BambooHR", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "can rely on a simple, all-in-one HRIS like BambooHR or Gusto"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|meta-small|Gusto", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "can rely on a simple, all-in-one HRIS like BambooHR or Gusto"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|meta-small|FirstHR", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "FirstHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some platforms, like FirstHR, offer AI-generated workflows and automated e-signatures"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|meta-small|Rippling", "prompt": "c166-s6", "model": "meta-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some of the top results include OnRamp, GUIDEcx, Arrows, Rocketlane, Precursive, Dock, BambooHR, Gusto, FirstHR, and Rippling."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|minimax-small|Employment Hero", "prompt": "c166-s6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Employment Hero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequently cited issues include slow customer support response times ... Rigid annual contracts with minimum-spend requirements"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|minimax-small|ServiceTitan", "prompt": "c166-s6", "model": "minimax-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ServiceTitan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Steep learning curve requiring additional training - Bugs and issues affecting certain features - Poor customer support cited in some reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|mistral-small|BambooHR", "prompt": "c166-s6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "all-in-one HRIS platforms like BambooHR, Gusto, or FirstHR are safer choices"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|mistral-small|Gusto", "prompt": "c166-s6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "all-in-one HRIS platforms like BambooHR, Gusto, or FirstHR are safer choices"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|mistral-small|FirstHR", "prompt": "c166-s6", "model": "mistral-small", "cat": "employee-onboarding", "variant": "negative", "raw": "FirstHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "all-in-one HRIS platforms like BambooHR, Gusto, or FirstHR are safer choices"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|moonshot-small|ADP (especially TotalSource/PEO)", "prompt": "c166-s6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ADP (especially TotalSource/PEO)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid or Be Cautious About ... 1. ADP (especially TotalSource/PEO) ... Disastrous onboarding experiences"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|moonshot-small|Zenefits (now part of TriNet)", "prompt": "c166-s6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Zenefits (now part of TriNet)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Extremely slow performance ... the operational risks are substantial for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|moonshot-small|Paycor", "prompt": "c166-s6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "1.3/5 rating on Trustpilot — one of the lowest in the industry ... Described as \"absolute worst\""}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|moonshot-small|Gusto", "prompt": "c166-s6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not a complete avoid, but watch out for: Poor customer support"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|moonshot-small|Access PeopleHR", "prompt": "c166-s6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Access PeopleHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Non-intuitive interface — users report navigation difficulties and cluttered design"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|moonshot-small|BambooHR", "prompt": "c166-s6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Caution on capabilities ... Features too limited for complex HR situations"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|moonshot-small|Rippling", "prompt": "c166-s6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Safer Alternatives to Consider ... Rippling — strong automation, good for tech-savvy teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|moonshot-small|WorkBright", "prompt": "c166-s6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "WorkBright", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "WorkBright — specifically praised for compliance-heavy hiring"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|moonshot-small|ClearCompany", "prompt": "c166-s6", "model": "moonshot-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ClearCompany", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "ClearCompany — good guided ramp-up process"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|xai-small|Enboarder", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Enboarder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequently criticized as overbuilt and too costly for teams under 100 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|xai-small|ADP Workforce Now", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "legacy HR giants excel in compliance but are bloated, complex, and pricey (thousands/month minimums) for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|xai-small|Paychex Flex", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Paychex Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "bloated, complex, and pricey (thousands/month minimums) for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|xai-small|Workday", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "bloated, complex, and pricey (thousands/month minimums) for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|xai-small|Oracle HCM", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "bloated, complex, and pricey (thousands/month minimums) for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|xai-small|Trainual", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Trainual", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "If hiring <20–50/year, avoid bolt-on tools."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|xai-small|Rippling", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "its depth ... can overwhelm solo HR/founders. No free tier, requires commitment, and occasional glitches"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|xai-small|GUIDEcx", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "GUIDEcx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Small businesses report them as unnecessary if basic portals ... handle essentials faster/cheaper"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|xai-small|Rocketlane", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Rocketlane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "geared toward high-volume B2B implementations or PSA-heavy services"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|xai-small|Precursive", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Precursive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Quote-based or $19–$99/user/month, geared toward high-volume B2B implementations"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|xai-small|Dock", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For clients, try **Dock** or **Arrows** (quick setup, affordable)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|xai-small|Arrows", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Arrows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "For clients, try **Dock** or **Arrows** (quick setup, affordable)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|xai-small|BambooHR", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Start with all-in-one HRIS like **BambooHR** ($6–$10/employee/month, onboarding-first)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|xai-small|Gusto", "prompt": "c166-s6", "model": "xai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Gusto** (payroll-led, simple checklists)"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|zai-small|BambooHR", "prompt": "c166-s6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Most small businesses should rely on a simple HRIS (BambooHR, Gusto) rather than buying a separate tool."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|zai-small|Gusto", "prompt": "c166-s6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most small businesses should rely on a simple HRIS (BambooHR, Gusto) rather than buying a separate tool."}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|zai-small|Asana", "prompt": "c166-s6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Customers forced into internal project management tools** (Asana, ClickUp, Monday). | Creates confusion and frustration"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|zai-small|ClickUp", "prompt": "c166-s6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Customers forced into internal project management tools** (Asana, ClickUp, Monday). | Creates confusion and frustration"}, {"id": "mai-20260918-0021-calibration_b-2|c166-s6|zai-small|Monday", "prompt": "c166-s6", "model": "zai-small", "cat": "employee-onboarding", "variant": "negative", "raw": "Monday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Customers forced into internal project management tools** (Asana, ClickUp, Monday). | Creates confusion and frustration"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|alibaba-small|Culture Amp", "prompt": "c167-l1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Culture Amp** if you want the best standalone survey analytics and flexibility."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|alibaba-small|Qualtrics EmployeeXM", "prompt": "c167-l1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Qualtrics is the gold standard for large-scale survey infrastructure."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|alibaba-small|Glint (by LinkedIn)", "prompt": "c167-l1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Glint (by LinkedIn)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Glint provides access to massive industry benchmarks"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|alibaba-small|Lattice", "prompt": "c167-l1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Lattice** if you want to tie engagement directly to performance management."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|alibaba-small|15Five", "prompt": "c167-l1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Lattice** or **15Five** ... Best for: Integrating feedback with performance and growth."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|alibaba-small|Peakon (now part of Workday)", "prompt": "c167-l1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Peakon (now part of Workday)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Peakon offers a seamless, native integration"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|anthropic-small|Leapsome", "prompt": "c167-l1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Leapsome is best for combined performance and engagement"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|anthropic-small|Workday Peakon", "prompt": "c167-l1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workday Peakon is best for large enterprises already on Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|anthropic-small|Qualtrics", "prompt": "c167-l1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Qualtrics is the heavyweight, with their Employee Experience platform arguably being the most powerful survey and analytics engine available"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|anthropic-small|Culture Amp", "prompt": "c167-l1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Culture Amp is one of the most well-established dedicated employee experience platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|anthropic-small|Perceptyx", "prompt": "c167-l1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Perceptyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Perceptyx targets large enterprises managing complex, multi-channel listening strategies"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|challenger-small|Culture Amp", "prompt": "c167-l1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Culture Amp** is the best default choice for an enterprise B2B company"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|challenger-small|Qualtrics EmployeeXM", "prompt": "c167-l1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want the most **advanced survey science** and enterprise experience-program integration"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|challenger-small|Workday Peakon Employee Voice", "prompt": "c167-l1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you already run on **Workday** and want continuous listening with tight ecosystem fit"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|challenger-small|CultureMonkey", "prompt": "c167-l1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you have a **global, distributed, or multilingual workforce** and need anonymous feedback"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|deepseek-small|Qualtrics EmployeeXM", "prompt": "c167-l1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "many B2B firms pick **Qualtrics** to unify employee and customer experience programs"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|deepseek-small|Culture Amp", "prompt": "c167-l1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Culture Amp — best overall for a complete engagement program**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|deepseek-small|Microsoft Viva Glint", "prompt": "c167-l1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your company runs on Microsoft 365"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|deepseek-small|Workday Peakon Employee Voice", "prompt": "c167-l1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you're on Workday HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|deepseek-small|Gallup Access (Q12)", "prompt": "c167-l1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Gallup Access (Q12)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you want the gold-standard methodology"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|google-small|Qualtrics EmployeeXM (EX)", "prompt": "c167-l1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics EmployeeXM (EX)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Qualtrics is the gold standard for enterprise-grade customization."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|google-small|Culture Amp", "prompt": "c167-l1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Tech-forward B2B enterprises prioritizing peer benchmarking and intuitive design."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|google-small|Lattice", "prompt": "c167-l1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mid-to-large B2B enterprises that want to unify Engagement, Performance (Reviews), and Goals (OKRs)."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|google-small|Workday Peakon Employee Voice", "prompt": "c167-l1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Large enterprises already fully integrated into the Workday HRIS ecosystem."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|google-small|Microsoft Viva Glint", "prompt": "c167-l1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Enterprises heavily reliant on the Microsoft 365 / Teams ecosystem."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|meta-small|CultureMonkey", "prompt": "c167-l1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "CultureMonkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee engagement survey platform for an enterprise B2B company is CultureMonkey"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|meta-small|Culture Amp", "prompt": "c167-l1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Culture Amp, Gallup Q12, and FeedbackPulse"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|meta-small|Gallup Q12", "prompt": "c167-l1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Gallup Q12", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Culture Amp, Gallup Q12, and FeedbackPulse"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|meta-small|FeedbackPulse", "prompt": "c167-l1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Culture Amp, Gallup Q12, and FeedbackPulse"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|minimax-small|Culture Amp", "prompt": "c167-l1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Culture Amp** or **Lattice** as they consistently rank highest for enterprise usage"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|minimax-small|Engagedly", "prompt": "c167-l1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Companies wanting survey insights to flow into performance management"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|minimax-small|Lattice", "prompt": "c167-l1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with **Culture Amp** or **Lattice** as they consistently rank highest for enterprise usage"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|minimax-small|15Five", "prompt": "c167-l1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Continuous pulse surveys and weekly check-ins"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|minimax-small|Leapsome", "prompt": "c167-l1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: German/European market or companies with global teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|mistral-small|Qualtrics EmployeeXM", "prompt": "c167-l1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Qualtrics EmployeeXM** and **Workday Peakon** are the leading choices"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|mistral-small|Workday Peakon", "prompt": "c167-l1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Qualtrics EmployeeXM** and **Workday Peakon** are the leading choices due to their scalability, advanced analytics, and integration capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|mistral-small|CultureMonkey", "prompt": "c167-l1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If anonymity and global deployment are priorities, **CultureMonkey** is a strong alternative."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|mistral-small|Culture Amp", "prompt": "c167-l1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another top pick for enterprises focused on people-analytics maturity"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|moonshot-small|Qualtrics XM", "prompt": "c167-l1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics XM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qualtrics XM** if you need the most robust analytics and have budget"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|moonshot-small|Microsoft Viva Glint", "prompt": "c167-l1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Viva Glint** if you're Microsoft-aligned"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|moonshot-small|Workday Peakon", "prompt": "c167-l1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Workday-Native Enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|moonshot-small|Culture Amp", "prompt": "c167-l1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Culture Amp** for the best balance of research credibility, benchmarking, and enterprise features"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|moonshot-small|CultureMonkey", "prompt": "c167-l1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Global & Distributed Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|moonshot-small|Lattice", "prompt": "c167-l1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Performance + engagement combo** | Lattice or Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|moonshot-small|Leapsome", "prompt": "c167-l1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Performance + engagement combo** | Lattice or Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|openai-small|Qualtrics EmployeeXM", "prompt": "c167-l1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best overall\" choice is usually **Qualtrics EmployeeXM**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|openai-small|Culture Amp", "prompt": "c167-l1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Culture Amp** is often a very strong fit"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|openai-small|Gallup Access", "prompt": "c167-l1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Gallup Access", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gallup Access** is also a top contender"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|openai-small|SurveyMonkey Enterprise", "prompt": "c167-l1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "SurveyMonkey Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best if you want **broader survey flexibility** with enterprise security and administration"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|xai-small|Qualtrics EX", "prompt": "c167-l1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics EX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Qualtrics and Medallia scored highest in Forrester's 2025 Wave for strategy, AI, and analysis."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|xai-small|Culture Amp", "prompt": "c167-l1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Science-backed engagement surveys & benchmarking ... top for mid-to-large orgs"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|xai-small|Medallia", "prompt": "c167-l1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Medallia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader in Forrester Wave (high in innovation, data correlation) ... Can be overwhelming for survey-only needs."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|xai-small|Workday Peakon", "prompt": "c167-l1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're already in Workday; limited standalone."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|xai-small|Glint (LinkedIn/Microsoft)", "prompt": "c167-l1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Glint (LinkedIn/Microsoft)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Microsoft-centric enterprises ... Less flexible outside MS ecosystem."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|xai-small|Lattice", "prompt": "c167-l1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Alternatives: Lattice/15Five for performance-tied engagement (mid-large)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|xai-small|15Five", "prompt": "c167-l1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Alternatives: Lattice/15Five for performance-tied engagement (mid-large)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|xai-small|Officevibe", "prompt": "c167-l1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Officevibe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "avoid SMB-focused like Officevibe"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|zai-small|Qualtrics EmployeeXM", "prompt": "c167-l1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Qualtrics EmployeeXM** — Best for data-driven organizations needing advanced analytics and integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|zai-small|Culture Amp", "prompt": "c167-l1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Culture Amp** — Best for science-backed measurement with strong benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|zai-small|Workday Peakon", "prompt": "c167-l1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Workday Peakon** | Workday ecosystem organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|zai-small|Lattice", "prompt": "c167-l1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "3. **Lattice** — Best if you want engagement tightly integrated with performance management"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|zai-small|Gallup Access", "prompt": "c167-l1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Gallup Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Gallup Access** | Gallup Q12 methodology"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l1|zai-small|Microsoft Viva Glint", "prompt": "c167-l1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Microsoft Viva Glint** | Microsoft 365 organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|alibaba-small|Workday Peakon Employee Voice", "prompt": "c167-l2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company already uses Workday for HR operations, this is often the default best choice."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|alibaba-small|Culture Amp", "prompt": "c167-l2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need sophisticated data to prove ROI to leadership, Culture Amp is a market leader."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|alibaba-small|Qualtrics XM", "prompt": "c167-l2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics XM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qualtrics offers the most robust platform"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|alibaba-small|15Five", "prompt": "c167-l2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Manager-Led Action: **15Five** or **Lattice**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|alibaba-small|Lattice", "prompt": "c167-l2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Manager-Led Action: **15Five** or **Lattice**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|anthropic-small|Qualtrics EmployeeXM", "prompt": "c167-l2", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Qualtrics EmployeeXM"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|anthropic-small|Workday Peakon", "prompt": "c167-l2", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives: **Workday Peakon** - An employee engagement platform tailored for large enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|anthropic-small|Lattice", "prompt": "c167-l2", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice if you want to integrate pulse surveys with your existing performance management system"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|challenger-small|Qualtrics EmployeeXM", "prompt": "c167-l2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Qualtrics EmployeeXM** is the safest default for a large B2B enterprise with thousands of employees"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|challenger-small|CultureMonkey", "prompt": "c167-l2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CultureMonkey** is the stronger fit"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|challenger-small|Workday Peakon Employee Voice", "prompt": "c167-l2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often the best operational choice because it integrates natively"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|challenger-small|Culture Amp", "prompt": "c167-l2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if benchmarking against a large peer database matters most"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|deepseek-small|Qualtrics EmployeeXM", "prompt": "c167-l2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Qualtrics EmployeeXM ... is the safest, most capable default choice"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|deepseek-small|Microsoft Viva Glint", "prompt": "c167-l2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your B2B company is already deep in Microsoft 365/Teams ... often delivers the strongest ROI"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|deepseek-small|Culture Amp", "prompt": "c167-l2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for research-backed engagement science and benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|deepseek-small|Workday Peakon Employee Voice", "prompt": "c167-l2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Workday shops and for continuous listening with strong anonymity"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|deepseek-small|Vantage Pulse", "prompt": "c167-l2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Vantage Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "frontline-reach platforms like Vantage Pulse, Peakon, CultureMonkey"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|deepseek-small|CultureMonkey", "prompt": "c167-l2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "frontline-reach platforms like Vantage Pulse, Peakon, CultureMonkey"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|google-small|Microsoft Viva Glint", "prompt": "c167-l2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Companies deeply embedded in the Microsoft 365 / Teams ecosystem."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|google-small|Workday Peakon Employee Voice", "prompt": "c167-l2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for: Enterprises already using (or migrating to) Workday as their core HRIS."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|google-small|Qualtrics EmployeeXM", "prompt": "c167-l2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qualtrics is the undisputed giant of enterprise experience management... The Catch: It is complex to manage"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|google-small|Culture Amp", "prompt": "c167-l2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: B2B companies looking for a highly intuitive, user-friendly tool that prioritizes culture and manager-led action."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|meta-small|Qualtrics EmployeeXM", "prompt": "c167-l2", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee pulse survey tool for a large B2B company with thousands of employees is Qualtrics EmployeeXM"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|meta-small|Culture Amp", "prompt": "c167-l2", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Culture Amp and CultureMonkey, which are also highly rated"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|meta-small|CultureMonkey", "prompt": "c167-l2", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Culture Amp and CultureMonkey, which are also highly rated"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|minimax-small|Qualtrics EmployeeXM", "prompt": "c167-l2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qualtrics EmployeeXM** or **Workday Peakon** - both offer enterprise-grade rigor"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|minimax-small|Workday Peakon Employee Voice", "prompt": "c167-l2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Qualtrics EmployeeXM** or **Workday Peakon** - both offer enterprise-grade rigor"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|minimax-small|Microsoft Viva Glint", "prompt": "c167-l2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Recommended if you want seamless Microsoft integration*"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|minimax-small|Culture Amp", "prompt": "c167-l2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Culture Amp** (Best Balanced Option)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|mistral-small|Culture Amp", "prompt": "c167-l2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend starting with **Culture Amp** or **CultureMonkey** for their scalability and enterprise features"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|mistral-small|CultureMonkey", "prompt": "c167-l2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend starting with **Culture Amp** or **CultureMonkey** for their scalability and enterprise features"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|mistral-small|Qualtrics EX (Pulse)", "prompt": "c167-l2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EX (Pulse)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For advanced analytics and integration with other HR tech, **Qualtrics EX** is a top contender."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|mistral-small|Workday Peakon Employee Voice", "prompt": "c167-l2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already using Workday, **Workday Peakon** is a natural fit."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|moonshot-small|Microsoft Viva Glint", "prompt": "c167-l2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a typical large B2B company already running on Microsoft infrastructure, start with **Microsoft Viva Glint**."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|moonshot-small|Qualtrics EmployeeXM", "prompt": "c167-l2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need research-level statistical depth and custom modeling, go with **Qualtrics**."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|moonshot-small|CultureMonkey", "prompt": "c167-l2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're not Microsoft-centric and your HR team cares most about turning survey results into concrete manager actions, go with **CultureMonkey**."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|openai-small|Workday Peakon Employee Voice", "prompt": "c167-l2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd **recommend Workday Peakon Employee Voice** as the default choice"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|openai-small|Qualtrics Employee Pulse", "prompt": "c167-l2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics Employee Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qualtrics Employee Pulse** is also a very strong enterprise option"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|xai-small|Culture Amp", "prompt": "c167-l2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Culture Amp as the top employee pulse survey tool"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|xai-small|Workday Peakon Employee Voice", "prompt": "c167-l2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're already on Workday HCM. Excels at continuous listening for 1,000+ employees"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|xai-small|Microsoft Viva Glint", "prompt": "c167-l2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for Microsoft 365 ecosystems (Teams/Viva)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|xai-small|CultureMonkey", "prompt": "c167-l2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Emerging strong for global enterprises (1,000+), with AI analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|zai-small|Workday Peakon Employee Voice", "prompt": "c167-l2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Peakon Employee Voice** — Best Overall for Enterprise Scale"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|zai-small|Culture Amp", "prompt": "c167-l2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "otherwise **Culture Amp** offers the best balance of benchmarking, analytics, and enterprise features for a large B2B organization"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|zai-small|Qualtrics EmployeeXM", "prompt": "c167-l2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Maximum Customization & Predictive Analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|zai-small|CultureMonkey", "prompt": "c167-l2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Multilingual support, AI sentiment analysis, 17+ HRIS integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|zai-small|Lattice", "prompt": "c167-l2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Integrated performance management + engagement surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|zai-small|Leapsome", "prompt": "c167-l2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Performance + engagement + learning in one platform"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l2|zai-small|Vantage Pulse", "prompt": "c167-l2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Vantage Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Anonymous, real-time feedback with strong anonymity"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|alibaba-small|Salesforce (Experience Cloud & Commerce)", "prompt": "c167-l3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Salesforce (Experience Cloud & Commerce)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Salesforce is the market leader largely because they own the database."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|alibaba-small|Microsoft Dynamics 365", "prompt": "c167-l3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Microsoft Dynamics if your employees live in Outlook/Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|alibaba-small|Adobe Experience Cloud", "prompt": "c167-l3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Adobe Experience Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Adobe if you are a consumer brand ... However, it is often too complex for non-technical users to navigate."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|alibaba-small|Oracle CX", "prompt": "c167-l3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Oracle CX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Oracle/SAP if you are a legacy enterprise dealing with complex global regulations"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|alibaba-small|SAP Customer Experience", "prompt": "c167-l3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "SAP Customer Experience", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Oracle/SAP if you are a legacy enterprise dealing with complex global regulations, manufacturing, and massive inventory logistics."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|anthropic-small|CultureMonkey", "prompt": "c167-l3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top employee engagement platforms include CultureMonkey, Lattice, Achievers, Culture Amp, and Bonusly."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|anthropic-small|Lattice", "prompt": "c167-l3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top employee engagement platforms include CultureMonkey, Lattice, Achievers, Culture Amp, and Bonusly."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|anthropic-small|Achievers", "prompt": "c167-l3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top employee engagement platforms include CultureMonkey, Lattice, Achievers, Culture Amp, and Bonusly."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|anthropic-small|Culture Amp", "prompt": "c167-l3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top employee engagement platforms include CultureMonkey, Lattice, Achievers, Culture Amp, and Bonusly."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|anthropic-small|Bonusly", "prompt": "c167-l3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top employee engagement platforms include CultureMonkey, Lattice, Achievers, Culture Amp, and Bonusly."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|anthropic-small|Worktango", "prompt": "c167-l3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Worktango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable options include Worktango, Small Improvements, Connecteam, Motivosity, and Workleap."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|anthropic-small|Small Improvements", "prompt": "c167-l3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notable options include Worktango, Small Improvements, Connecteam, Motivosity, and Workleap."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|anthropic-small|Connecteam", "prompt": "c167-l3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notable options include Worktango, Small Improvements, Connecteam, Motivosity, and Workleap."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|anthropic-small|Motivosity", "prompt": "c167-l3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other notable options include Worktango, Small Improvements, Connecteam, Motivosity, and Workleap."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|anthropic-small|Workleap", "prompt": "c167-l3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workleap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other notable options include Worktango, Small Improvements, Connecteam, Motivosity, and Workleap."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|challenger-small|Workhuman", "prompt": "c167-l3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for **social recognition and rewards** at enterprise scale"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|challenger-small|Culture Amp", "prompt": "c167-l3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for **survey-led engagement** and benchmarks; it focuses on employee listening, analytics, and lifecycle feedback."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|challenger-small|Qualtrics EmployeeXM", "prompt": "c167-l3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for **deep employee listening** in complex enterprises; it emphasizes advanced surveys, analytics, and benchmarks."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|challenger-small|Microsoft Viva Glint", "prompt": "c167-l3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for organizations already in the **Microsoft ecosystem**; its strength is engagement surveys plus Microsoft integration."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|challenger-small|Workday Peakon Employee Voice", "prompt": "c167-l3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for **real-time feedback** inside Workday-centered enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|challenger-small|Betterworks", "prompt": "c167-l3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best when you want **engagement tied to performance**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|challenger-small|Workvivo", "prompt": "c167-l3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Better suited to **social connection** or **frontline/mobile teams** than pure survey-heavy enterprise listening."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|challenger-small|Connecteam", "prompt": "c167-l3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Better suited to **social connection** or **frontline/mobile teams** than pure survey-heavy enterprise listening."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|google-small|Qualtrics EmployeeXM", "prompt": "c167-l3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Giant global enterprises requiring deep, analyst-grade employee experience research and multi-layered data segmentation."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|google-small|Culture Amp", "prompt": "c167-l3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Mid-to-enterprise organizations that want science-backed feedback structures paired with performance management."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|google-small|Workday Peakon Employee Voice", "prompt": "c167-l3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Organizations that already use Workday as their core Human Capital Management (HCM) system."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|meta-small|EngageRocket", "prompt": "c167-l3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "EngageRocket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EngageRocket is best for global enterprises seeking purpose-built employee experience listening, supported by HR specialist guidance for complex, multi-entity operations."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|meta-small|Qualtrics", "prompt": "c167-l3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "have the internal capacity and budget for a complex implementation"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|meta-small|Culture Amp", "prompt": "c167-l3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Culture Amp is best for mid-size organisations that value research-backed survey design"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|meta-small|Lattice", "prompt": "c167-l3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lattice is best for organisations seeking to connect employee engagement with performance management, feedback, and goals."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|meta-small|Workhuman", "prompt": "c167-l3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Workhuman is best for enterprises and mid-market organizations prioritizing culture impact, recognition, and measurable ROI."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|minimax-small|Workhuman", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Workhuman** → Focuses on recognition & rewards culture"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|minimax-small|Lattice", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Performance + engagement integration | **Betterworks**, **Lattice**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|minimax-small|Culture Amp", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Survey-led insights at scale | **Culture Amp**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|minimax-small|Betterworks", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Betterworks** → Connects engagement directly to OKRs and reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|minimax-small|15Five", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**15Five** | Continuous feedback | High-frequency check-ins, goal tracking, engagement surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|minimax-small|Quantum Workplace", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Quantum Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Quantum Workplace** | Analytics-driven engagement | Surveys, driver analysis, action planning"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|minimax-small|MangoApps", "prompt": "c167-l3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**MangoApps** → Best for frontline/hybrid workforce"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|mistral-small|Braze", "prompt": "c167-l3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Braze", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **real-time, mobile-first engagement:** Braze"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|mistral-small|Salesforce Marketing Cloud", "prompt": "c167-l3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for enterprise B2C at scale: Salesforce Marketing Cloud – deep customization for complex cross-channel campaigns"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|mistral-small|Zendesk Suite", "prompt": "c167-l3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Zendesk Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **customer service and support:** Zendesk Suite"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|mistral-small|Yellow.ai", "prompt": "c167-l3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Yellow.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For **AI-driven automation:** Yellow.ai"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|mistral-small|Intercom", "prompt": "c167-l3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For **conversational B2B:** Intercom or Drift"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|mistral-small|Drift", "prompt": "c167-l3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Drift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For **conversational B2B:** Intercom or Drift"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|mistral-small|HubSpot", "prompt": "c167-l3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**HubSpot:** Strong for mid-market to enterprise marketing automation, CRM integration, and inbound marketing."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|mistral-small|ServiceNow", "prompt": "c167-l3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**ServiceNow:** Focuses on IT service management and employee/customer workflows, not traditional marketing engagement"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|moonshot-small|Salesforce Marketing Cloud", "prompt": "c167-l3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Salesforce if you're already invested in the Salesforce ecosystem and need deep CRM integration"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|moonshot-small|Braze", "prompt": "c167-l3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Braze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Braze if you're a B2C brand needing fast, real-time mobile engagement"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|moonshot-small|Adobe Experience Cloud", "prompt": "c167-l3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Adobe Experience Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Adobe if content creation and cross-team orchestration are priorities"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|moonshot-small|Genesys Cloud CX", "prompt": "c167-l3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Genesys Cloud CX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Genesys if you run a high-volume contact center with complex routing needs"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|moonshot-small|Twilio (Flex + Segment)", "prompt": "c167-l3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Twilio (Flex + Segment)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Twilio if you have developer resources and need highly customized solutions"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|moonshot-small|Zendesk", "prompt": "c167-l3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Zendesk if customer service ticketing is your primary use case"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|moonshot-small|HubSpot Marketing Hub Enterprise", "prompt": "c167-l3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "HubSpot Marketing Hub Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose HubSpot if you're growing from mid-market and want an integrated, easier-to-manage platform"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|openai-small|Salesforce Marketing Cloud Engagement", "prompt": "c167-l3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Salesforce Marketing Cloud Engagement", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Salesforce positions Marketing Cloud Engagement as an enterprise-grade platform for **email, SMS, push notifications, and cross-channel journey orchestration**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|openai-small|Twilio", "prompt": "c167-l3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Twilio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Twilio**. It's best when engagement is part of your product or custom app experience."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|openai-small|Adobe Experience Cloud / Adobe Journey Optimizer", "prompt": "c167-l3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Adobe Experience Cloud / Adobe Journey Optimizer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Adobe is consistently grouped among leaders for **experience orchestration, AI, and customer data management**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|openai-small|Oracle Customer Experience / CX", "prompt": "c167-l3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Oracle Customer Experience / CX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Oracle is also identified among CEP leaders in analyst coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|openai-small|Genesys", "prompt": "c167-l3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Genesys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "places Genesys among the market leaders, especially for omnichannel service"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|openai-small|NICE", "prompt": "c167-l3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "NICE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "NICE appears among CEP leaders in analyst research"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|openai-small|Sprinklr", "prompt": "c167-l3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Sprinklr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Sprinklr is listed among market leaders in CEP research"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|openai-small|Verint", "prompt": "c167-l3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Verint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Verint is also cited among CEP leaders"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|xai-small|Culture Amp", "prompt": "c167-l3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For employee engagement, tops are Culture Amp (surveys), Qualtrics (XM), Microsoft Viva Glint (M365-integrated), Workhuman (recognition)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|xai-small|Workhuman", "prompt": "c167-l3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workhuman (recognition)—they differ by focus (listening vs. rewards)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|xai-small|Qualtrics", "prompt": "c167-l3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "tops are Culture Amp (surveys), Qualtrics (XM)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|xai-small|Microsoft Viva Glint", "prompt": "c167-l3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft Viva Glint (M365-integrated)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|zai-small|Workday Peakon (Employee Voice)", "prompt": "c167-l3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workday Peakon (Employee Voice)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Are you locked into Workday HCM? - Yes → Workday Peakon"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|zai-small|Qualtrics EmployeeXM", "prompt": "c167-l3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Do you need deep statistical research? - Yes → Qualtrics EmployeeXM"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|zai-small|Culture Amp", "prompt": "c167-l3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Culture Amp = science-backed benchmarks"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|zai-small|Lattice", "prompt": "c167-l3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lattice = engagement + performance integration"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|zai-small|Betterworks", "prompt": "c167-l3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Do you want engagement tied to performance? - Yes → Lattice, Betterworks"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|zai-small|15Five", "prompt": "c167-l3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Do you need a lightweight, agile approach? - Yes → 15Five, The Happiness Index"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|zai-small|The Happiness Index", "prompt": "c167-l3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "The Happiness Index", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Neuroscience-backed listening | Separate measurement of emotional happiness & engagement"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l3|zai-small|EngageRocket", "prompt": "c167-l3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "EngageRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Global, multi-entity operations | Purpose-built employee experience listening"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|alibaba-small|Workleap (formerly Officevibe)", "prompt": "c167-l4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Workleap** for its transparent, flat annual pricing model that scales cost-effectively to large sizes."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|alibaba-small|Qualtrics EmployeeXM", "prompt": "c167-l4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For highly complex needs requiring deep benchmarking and AI analytics, request an enterprise quote from **Qualtrics** to negotiate a site license."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|alibaba-small|Culture Amp", "prompt": "c167-l4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, costs will still grow with headcount."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|alibaba-small|Lattice", "prompt": "c167-l4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "costs will scale linearly with employee count unless a cap is negotiated"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|alibaba-small|15Five", "prompt": "c167-l4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**15Five** | **Per-User + Bundle** | Strong goal-setting integration; may offer enterprise discounts for large teams."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|anthropic-small|Porsline", "prompt": "c167-l4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Porsline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose a platform with a fixed flat-rate model like Porsline"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|anthropic-small|Perceptyx", "prompt": "c167-l4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Perceptyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Built for very large enterprises (5,000-100,000+ employees) that need comprehensive listening programs"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|anthropic-small|Qualtrics EmployeeXM", "prompt": "c167-l4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Qualtrics uses custom pricing based on company size and needs—you'll need to contact their sales team for a quote."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|challenger-small|Workday Peakon", "prompt": "c167-l4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workday Peakon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Workday Peakon** if you already run Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|challenger-small|CultureMonkey", "prompt": "c167-l4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "CultureMonkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **CultureMonkey** if you want a more explicit **enterprise / flat-fee-style** deployment"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|challenger-small|Qualtrics EmployeeXM", "prompt": "c167-l4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "consider **Qualtrics EmployeeXM**, but its pricing is usually custom rather than predictably fixed"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|deepseek-small|Workleap", "prompt": "c167-l4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workleap** is the standout for your exact need. It charges a **flat platform fee**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|deepseek-small|StaffCircle", "prompt": "c167-l4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "StaffCircle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other flat-rate options include **StaffCircle**, which also uses a flat annual structure"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|deepseek-small|umwelt.ai", "prompt": "c167-l4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "umwelt.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "some vendors like **umwelt.ai** that charge a flat survey fee"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|deepseek-small|Workday Peakon", "prompt": "c167-l4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workday Peakon's per-active-employee-per-year model** is the most predictable of the big three"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|deepseek-small|Culture Amp", "prompt": "c167-l4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**not** good for predictable budgeting without heavy negotiation. Culture Amp especially is per-employee and sales-led."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|deepseek-small|Qualtrics EX", "prompt": "c167-l4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics EX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "quote/enterprise-gated and largely unpublished — **not** good for predictable budgeting"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|deepseek-small|Lattice", "prompt": "c167-l4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to avoid for predictability - **Per-seat PEPM vendors** (Culture Amp, Lattice, 15Five, Leapsome...)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|deepseek-small|15Five", "prompt": "c167-l4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to avoid for predictability - **Per-seat PEPM vendors** (Culture Amp, Lattice, 15Five, Leapsome...)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|deepseek-small|Leapsome", "prompt": "c167-l4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to avoid for predictability - **Per-seat PEPM vendors**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|deepseek-small|ThriveSparrow", "prompt": "c167-l4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "What to avoid for predictability - **Per-seat PEPM vendors** (... ThriveSparrow, Bonusly)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|deepseek-small|Bonusly", "prompt": "c167-l4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "What to avoid for predictability - **Per-seat PEPM vendors** (... ThriveSparrow, Bonusly)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|google-small|Microsoft Viva Glint", "prompt": "c167-l4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Viva Glint is typically negotiated as a flat-rate add-on or bundled into your overall **Microsoft Viva Suite** enterprise license."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|google-small|Workday Peakon Employee Voice", "prompt": "c167-l4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for: Enterprises that use Workday as their core HRIS... adding Peakon allows your procurement team to negotiate a **bundled master service agreement (MSA)**."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|google-small|Honestly", "prompt": "c167-l4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Honestly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Honestly offers a transparent **flat-rate Enterprise Plan** (starting at ~\\u20ac14,750 per year flat)."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|google-small|Peoplelytics", "prompt": "c167-l4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Peoplelytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "They offer a flat-rate plan of **$10,000 per year** for organizations with 501+ employees."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|google-small|Alchemer (formerly SurveyGizmo)", "prompt": "c167-l4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Alchemer (formerly SurveyGizmo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "These platforms do not charge per employee taking the survey. Instead, they charge a **flat fee based on the number of Admins/Creators**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|google-small|SurveyMonkey Enterprise", "prompt": "c167-l4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyMonkey Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "charge a **flat fee based on the number of Admins/Creators** who need to design the surveys and read the reports."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|google-small|Culture Amp", "prompt": "c167-l4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "If you decide to go with traditional market leaders like **Culture Amp** or **Lattice**, you can still achieve predictable costs if you demand the following terms"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|google-small|Qualtrics", "prompt": "c167-l4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "It lacks the human consulting elements of Culture Amp or Qualtrics"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|google-small|Lattice", "prompt": "c167-l4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Platforms like Lattice and 15Five advertise cheap entry points but charge extra for OKRs, Performance Reviews, or AI Coaching."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|google-small|15Five", "prompt": "c167-l4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Platforms like Lattice and 15Five advertise cheap entry points but charge extra for OKRs, Performance Reviews, or AI Coaching."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|meta-small|Workday Peakon", "prompt": "c167-l4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workday Peakon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee engagement survey platform ... is Workday Peakon, which is best for large enterprises already running Workday."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|meta-small|Perceptyx", "prompt": "c167-l4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Perceptyx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Perceptyx, which is best for large enterprises (1,000+)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|meta-small|CultureMonkey", "prompt": "c167-l4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CultureMonkey, which is best for enterprises with global and distributed teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|minimax-small|Workleap", "prompt": "c167-l4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workleap** is the best choice for a large company needing predictable, flat-rate pricing across thousands of users."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|minimax-small|Culture Amp", "prompt": "c167-l4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "enterprise platforms like Culture Amp or Qualtrics offer deeper analytics and benchmarking — if budget allows, those may be worth the premium"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|minimax-small|Qualtrics", "prompt": "c167-l4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "enterprise platforms like Culture Amp or Qualtrics offer deeper analytics and benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|minimax-small|15Five", "prompt": "c167-l4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "| 15Five | $4/user/month | ~$240,000/year |"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|minimax-small|Lattice", "prompt": "c167-l4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "| Lattice | $4+/user/month | ~$240,000+/year |"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|minimax-small|AssessmentCloud", "prompt": "c167-l4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "AssessmentCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "flat monthly plans starting at $49/month for whole-company pricing (better for smaller deployments)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|minimax-small|Microsoft Viva Glint", "prompt": "c167-l4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Enterprise-grade with more predictable licensing through Microsoft 365 bundles"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|mistral-small|Leapsome", "prompt": "c167-l4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most predictable total cost, **Leapsome** and **Workday Peakon** are top choices"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|mistral-small|Workday Peakon", "prompt": "c167-l4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workday Peakon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Leapsome** and **Workday Peakon** are top choices due to their transparent or custom but enterprise-scale pricing models"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|mistral-small|CultureMonkey", "prompt": "c167-l4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CultureMonkey** is a strong alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|moonshot-small|People Element", "prompt": "c167-l4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "People Element", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**People Element** offers the most transparent flat-fee model with no per-user charges"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|moonshot-small|Workleap (formerly Officevibe)", "prompt": "c167-l4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workleap** provides excellent value in the 100-250 employee range with flat pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|moonshot-small|Microsoft Viva Glint", "prompt": "c167-l4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already in the Microsoft ecosystem, this offers predictable per-user pricing with volume discounts"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|moonshot-small|Culture Amp", "prompt": "c167-l4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid for Cost Predictability ... Costs scale linearly with headcount"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|moonshot-small|Lattice", "prompt": "c167-l4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid for Cost Predictability ... Add-ons and modules increase costs"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|moonshot-small|15Five", "prompt": "c167-l4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid for Cost Predictability ... Multiple tiered modules"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|moonshot-small|Qualtrics", "prompt": "c167-l4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid for Cost Predictability ... No published pricing, negotiation required"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|openai-small|Culture Amp", "prompt": "c167-l4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest pick is usually **Culture Amp’s enterprise employee engagement plan**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|openai-small|Qualtrics Employee Experience", "prompt": "c167-l4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics Employee Experience", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need very robust analytics and are okay with custom enterprise pricing:** **Qualtrics Employee Experience**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|openai-small|People Element", "prompt": "c167-l4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "People Element", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "compare it against **People Element** and **Lattice** for a fixed annual enterprise quote"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|openai-small|Lattice", "prompt": "c167-l4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "all-inclusive engagement suite with transparent pricing:** **People Element** or **Lattice**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|xai-small|Microsoft Viva Glint", "prompt": "c167-l4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Viva Glint stands out as the best option for a large company needing predictable total costs across thousands of users."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|xai-small|Culture Amp", "prompt": "c167-l4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Deep benchmarks; unpredictable quotes."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|xai-small|Qualtrics EmployeeXM", "prompt": "c167-l4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Research-grade; high variability."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|xai-small|Workday Peakon", "prompt": "c167-l4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workday Peakon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "which use opaque \"contact sales\" or custom quotes that vary by size/modules and lack public per-user rates"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|xai-small|15Five", "prompt": "c167-l4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Per-user plans like 15Five ($4+/user/mo) ... are predictable too but cost 2–7x more."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|xai-small|Lattice", "prompt": "c167-l4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Lattice ($8–15+/user/mo with add-ons) are predictable too but cost 2–7x more."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|xai-small|Officevibe/Workleap", "prompt": "c167-l4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe/Workleap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Simple pulses; some flat-fee mentions for smaller teams, scales per-user."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|zai-small|Microsoft Viva Glint", "prompt": "c167-l4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Viva Glint (stand-alone Employee tier at ≈ $2 /employee / month) is the most predictable choice."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|zai-small|Qualtrics EmployeeXM", "prompt": "c167-l4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers per-employee pricing ... and will give you the most sophisticated insights, but the final quote comes through enterprise sales"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|zai-small|Lattice", "prompt": "c167-l4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice or 15Five (Engage tier $4 /employee / month) | Both have per-user rates, modest minimums, and strong HRIS integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|zai-small|15Five", "prompt": "c167-l4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lattice or 15Five (Engage tier $4 /employee / month) | Both have per-user rates, modest minimums"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|zai-small|FeedbackPulse", "prompt": "c167-l4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "FeedbackPulse – Pro | $8.00 /employee /month | Teams that want unlimited surveys + Slack/Teams integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|zai-small|Matter", "prompt": "c167-l4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Matter (Pro + Surveys $5 /employee / month) | No minimum; still transparent pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|zai-small|Officevibe", "prompt": "c167-l4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Officevibe – Platform bundle | ≈ $5 /employee /month (estimated) | $4,999 /year"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|zai-small|Culture Amp", "prompt": "c167-l4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "No transparent pricing; you won't see a number until discovery call"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|zai-small|WorkTango", "prompt": "c167-l4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "WorkTango", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Requires sales engagement; no public rate card"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l4|zai-small|Ennova", "prompt": "c167-l4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Ennova", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Pricing is opaque; depends heavily on support tier"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|alibaba-small|SurveyMonkey Basic", "prompt": "c167-l5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "SurveyMonkey Basic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you are moving past \"mid-market\" tools (like SurveyMonkey Basic or tinyPulse) and into the **Enterprise/Advanced Mid-Market** tier"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|alibaba-small|tinyPulse", "prompt": "c167-l5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "tinyPulse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you are moving past \"mid-market\" tools (like SurveyMonkey Basic or tinyPulse)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|alibaba-small|Culture Amp", "prompt": "c167-l5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Culture Amp: Highly rated for its \"Action Planning\" focus... Excellent user interface. Strong SOC 2 presence."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|alibaba-small|Qualtrics", "prompt": "c167-l5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Qualtrics (specifically Perceptix/XM): The heavy hitter. Extremely powerful analytics, deep integrations, but complex and expensive."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|alibaba-small|Microsoft Glint (LinkedIn)", "prompt": "c167-l5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Microsoft Glint (LinkedIn)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Very safe bet for enterprise. Native integration with MS Teams, strong SSO (Entra ID), easy procurement"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|alibaba-small|Lighthouse (formerly Betterworks)", "prompt": "c167-l5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lighthouse (formerly Betterworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Growing rapidly. Good balance of engagement surveys and performance management."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|alibaba-small|Leverage", "prompt": "c167-l5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Leverage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Known for speed and simplicity, offering a robust self-service option for mid-large enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|deepseek-small|Culture Amp", "prompt": "c167-l5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many engagement platforms (e.g., Culture Amp, Qualtrics) only support SAML **without SCIM auto-provisioning**, which means orphaned accounts are a real risk"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|deepseek-small|Qualtrics", "prompt": "c167-l5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many engagement platforms (e.g., Culture Amp, Qualtrics) only support SAML **without SCIM auto-provisioning**, which means orphaned accounts are a real risk"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|meta-small|SogoEX", "prompt": "c167-l5", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "SogoEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some potential options to consider are: * SogoEX"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|meta-small|CultureMonkey", "prompt": "c167-l5", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "* CultureMonkey"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|meta-small|HR Cloud", "prompt": "c167-l5", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "HR Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "* HR Cloud"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|meta-small|MangoApps", "prompt": "c167-l5", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "* MangoApps"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|meta-small|Qualtrics EmployeeXM", "prompt": "c167-l5", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "* Qualtrics EmployeeXM"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|minimax-small|Qualtrics", "prompt": "c167-l5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms like **Qualtrics**, **Culture Monkey**, **EngageRocket**, or **Perceptyx** typically meet enterprise security and compliance standards"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|minimax-small|Culture Monkey", "prompt": "c167-l5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Monkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like **Qualtrics**, **Culture Monkey**, **EngageRocket**, or **Perceptyx** typically meet enterprise security and compliance standards"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|minimax-small|EngageRocket", "prompt": "c167-l5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "EngageRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like **Qualtrics**, **Culture Monkey**, **EngageRocket**, or **Perceptyx** typically meet enterprise security and compliance standards"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|minimax-small|Perceptyx", "prompt": "c167-l5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Perceptyx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like **Qualtrics**, **Culture Monkey**, **EngageRocket**, or **Perceptyx** typically meet enterprise security and compliance standards"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|moonshot-small|Culture Amp", "prompt": "c167-l5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Premium pricing; strong science but can be slow to innovate on UX."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|moonshot-small|Microsoft Viva Glint", "prompt": "c167-l5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Native Teams/Outlook integration; security/compliance inherits from your Microsoft stack. Weak outside the MS ecosystem."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|moonshot-small|Qualtrics EmployeeXM", "prompt": "c167-l5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Deepest statistical modeling and cross-functional (CX+EX) capability. Higher complexity and cost. Implementation ~3 months."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|moonshot-small|Workday Peakon", "prompt": "c167-l5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workday Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Seamless Workday integration; strong continuous listening. Less attractive if you are not on Workday."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|moonshot-small|CultureMonkey", "prompt": "c167-l5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong frontline reach (WhatsApp/SMS); API-first approach. Check benchmark depth vs. Culture Amp/Qualtrics."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|xai-small|Culture Amp", "prompt": "c167-l5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-5 (e.g., Culture Amp for analytics depth, Qualtrics for enterprise breadth)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|xai-small|Qualtrics EmployeeXM", "prompt": "c167-l5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Qualtrics for enterprise breadth"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|xai-small|Perceptyx", "prompt": "c167-l5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Perceptyx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "prioritize platforms proven at enterprise scale (e.g., Culture Amp, Qualtrics EmployeeXM, Perceptyx, EngageRocket, Workday Peakon, Glint/Workday)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|xai-small|EngageRocket", "prompt": "c167-l5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "EngageRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Culture Amp, Qualtrics EmployeeXM, Perceptyx, EngageRocket, Workday Peakon, Glint/Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|xai-small|Workday Peakon", "prompt": "c167-l5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workday Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Culture Amp, Qualtrics EmployeeXM, Perceptyx, EngageRocket, Workday Peakon, Glint/Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l5|xai-small|Glint/Workday", "prompt": "c167-l5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Glint/Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Culture Amp, Qualtrics EmployeeXM, Perceptyx, EngageRocket, Workday Peakon, Glint/Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|alibaba-small|Discord", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Discord", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "While consumer apps like Discord, Telegram, or even Facebook Groups have their place, using them as primary enterprise engagement channels is a major risk."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|alibaba-small|Telegram", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Telegram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "using them as primary enterprise engagement channels is a major risk"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|alibaba-small|Facebook Groups", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Facebook Groups", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "consumer apps like Discord, Telegram, or even Facebook Groups ... using them as primary enterprise engagement channels is a major risk"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|alibaba-small|Microsoft Teams", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose platforms that exist *within* your core communication hubs (e.g., MS Teams Apps or Slack Apps) rather than standalone websites."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|alibaba-small|Slack", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose platforms that exist *within* your core communication hubs (e.g., MS Teams Apps or Slack Apps)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|alibaba-small|Workplace", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "inferior user experience compared to market leaders (like Workplace, Yammer, or Quip)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|alibaba-small|Yammer", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Yammer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "compared to market leaders (like Workplace, Yammer, or Quip)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|alibaba-small|Quip", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Quip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "compared to market leaders (like Workplace, Yammer, or Quip)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|alibaba-small|SharePoint", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Old-school, monolithic intranets built on SharePoint (pre-modern era) ... mobile-unfriendly and text-heavy"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|alibaba-small|Oracle-based portals", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Oracle-based portals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Oracle-based portals that require a desktop browser to access ... engagement drops to near zero"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|alibaba-small|Qualtrics", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Prefer platforms backed by major conglomerates (e.g., Qualtrics/Kronos, Gallup/Deluxe)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|alibaba-small|Gallup", "prompt": "c167-l6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Gallup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Prefer platforms backed by major conglomerates (e.g., Qualtrics/Kronos, Gallup/Deluxe)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|challenger-small|Bonusly", "prompt": "c167-l6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Bonusly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "large enterprises should avoid or scrutinize these categories: Lightweight recognition-first tools such as Bonusly, Kudos, or Nectar"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|challenger-small|Kudos", "prompt": "c167-l6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Kudos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Lightweight recognition-first tools such as Bonusly, Kudos, or Nectar, which are described as better suited to small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|challenger-small|Nectar", "prompt": "c167-l6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Nectar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Lightweight recognition-first tools such as Bonusly, Kudos, or Nectar"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|challenger-small|15Five", "prompt": "c167-l6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mid-market performance/engagement hybrids such as 15Five, Lattice, Leapsome, or WorkTango when the requirement is true enterprise scale"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|challenger-small|Lattice", "prompt": "c167-l6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "positioned mainly for mid-market organizations rather than the deepest enterprise use cases"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|challenger-small|Leapsome", "prompt": "c167-l6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "positioned mainly for mid-market organizations rather than the deepest enterprise use cases"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|challenger-small|WorkTango", "prompt": "c167-l6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "WorkTango", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "positioned mainly for mid-market organizations rather than the deepest enterprise use cases"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|challenger-small|Slack", "prompt": "c167-l6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "General-purpose collaboration tools like Slack, Microsoft Teams, and SharePoint when used as engagement platforms, because they are not built for engagement or HR insights"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|challenger-small|Microsoft Teams", "prompt": "c167-l6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "not built for engagement or HR insights"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|challenger-small|SharePoint", "prompt": "c167-l6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "not built for engagement or HR insights"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|challenger-small|Qualtrics EmployeeXM", "prompt": "c167-l6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "the sources consistently point to Qualtrics EmployeeXM, Culture Amp, Microsoft Viva Glint, and similar enterprise-grade suites as better fits for large organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|challenger-small|Culture Amp", "prompt": "c167-l6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "better fits for large organizations needing scale, benchmarking, and advanced analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|challenger-small|Microsoft Viva Glint", "prompt": "c167-l6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "better fits for large organizations needing scale, benchmarking, and advanced analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|deepseek-small|TINYpulse", "prompt": "c167-l6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "TINYpulse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms like **TINYpulse** and **Officevibe** are fine for small teams but often struggle at enterprise scale"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|deepseek-small|Officevibe", "prompt": "c167-l6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Officevibe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms like **TINYpulse** and **Officevibe** are fine for small teams but often struggle at enterprise scale"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|deepseek-small|Culture Amp", "prompt": "c167-l6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prefer platforms built for enterprise complexity ... (e.g., Culture Amp, Qualtrics EmployeeXM, Workday Peakon, Microsoft Viva Glint — but even these should be vetted individually)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|deepseek-small|Qualtrics EmployeeXM", "prompt": "c167-l6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "e.g., Culture Amp, Qualtrics EmployeeXM, Workday Peakon, Microsoft Viva Glint"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|deepseek-small|Workday Peakon", "prompt": "c167-l6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "e.g., Culture Amp, Qualtrics EmployeeXM, Workday Peakon, Microsoft Viva Glint"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|deepseek-small|Microsoft Viva Glint", "prompt": "c167-l6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "e.g., Culture Amp, Qualtrics EmployeeXM, Workday Peakon, Microsoft Viva Glint — but even these should be vetted individually"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|google-small|Zoom's Workvivo", "prompt": "c167-l6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Zoom's Workvivo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "prioritize mobile-first colleague engagement apps that allow access via SMS, QR codes, or integrated communication loops (like Zoom’s Workvivo or FirstUp)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|google-small|FirstUp", "prompt": "c167-l6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "FirstUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "prioritize mobile-first colleague engagement apps ... (like Zoom’s Workvivo or FirstUp)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|google-small|WhatsApp", "prompt": "c167-l6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid: Consumer-Grade \"Shadow IT\" Messaging Platforms ... unauthorized consumer messaging apps (such as WhatsApp, WeChat, or personal, unmanaged Slack instances)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|google-small|WeChat", "prompt": "c167-l6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "WeChat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "unauthorized consumer messaging apps (such as WhatsApp, WeChat, or personal, unmanaged Slack instances) for business-related customer or team engagement"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|google-small|Slack", "prompt": "c167-l6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "personal, unmanaged Slack instances ... This is a massive compliance and security hazard."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|google-small|Discord", "prompt": "c167-l6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Discord", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "While Discord and Reddit are highly popular, they lack the robust data-privacy tools, role-based access controls (RBAC), and SOC 2 Type II compliance that enterprises require."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|google-small|Reddit", "prompt": "c167-l6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Reddit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be Cautious: Ungoverned Public Social Spaces for Enterprise Community (e.g., Unmanaged Discord/Reddit)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|meta-small|Culture Amp", "prompt": "c167-l6", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Culture Amp is an enterprise employee experience platform built around periodic surveys, benchmarking data, and analytics for large-scale organizations."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|meta-small|Happily.ai", "prompt": "c167-l6", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Happily.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Happily.ai is a platform that provides real-time feedback and analytics for growing companies."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|meta-small|Small Improvements", "prompt": "c167-l6", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Small Improvements is a platform that connects engagement feedback to performance conversations."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|moonshot-small|Motivosity", "prompt": "c167-l6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Motivosity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "May not fit large/complex organizations needing advanced, horizontally integrated systems"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|moonshot-small|Deel", "prompt": "c167-l6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Overkill for non-global companies; designed for complex international operations"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|moonshot-small|WorkTango", "prompt": "c167-l6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "WorkTango", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Designed primarily for enterprises (500+); not practical for smaller divisions"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|xai-small|Google Forms", "prompt": "c167-l6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Google Forms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consumer-grade or small-business tools (e.g., generic survey apps like basic Google Forms/Typeform extensions ...): They lack enterprise-scale analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|xai-small|Typeform", "prompt": "c167-l6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Typeform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "generic survey apps like basic Google Forms/Typeform extensions or startup-focused apps like small Slack bots): They lack enterprise-scale analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|xai-small|TikTok", "prompt": "c167-l6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "TikTok", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "High-risk networks like TikTok: Many enterprises ... prohibit workplace use due to Chinese ownership, data privacy fears"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|xai-small|Facebook", "prompt": "c167-l6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Facebook", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Consumer platforms (Facebook, Instagram, X/Twitter) for core workflows: Pitfalls include ... No enterprise controls for data, moderation, or downtime."}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|xai-small|Instagram", "prompt": "c167-l6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Instagram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Consumer platforms (Facebook, Instagram, X/Twitter) for core workflows: Pitfalls include ... No enterprise controls"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|xai-small|X/Twitter", "prompt": "c167-l6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "X/Twitter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Consumer platforms (Facebook, Instagram, X/Twitter) for core workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|xai-small|Yammer", "prompt": "c167-l6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Yammer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise social networks (e.g., older Yammer clones or unproven internals): Avoid without a clear business vision/use case"}, {"id": "mai-20260918-0021-calibration_b-2|c167-l6|xai-small|Viva Engage", "prompt": "c167-l6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Viva Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use only polished enterprise social tools (e.g., integrated with Teams/Viva Engage)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|alibaba-small|Lattice", "prompt": "c167-m1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies today, **Lattice** offers the best long-term ROI if budget allows"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|alibaba-small|15Five", "prompt": "c167-m1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a simpler, cheaper solution focused purely on \"pulse\" checking, **15Five** is the standard bearer."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|alibaba-small|Qualtrics Employee XM", "prompt": "c167-m1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics Employee XM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Benchmarked Data & Deep Analytics: **Qualtrics Employee XM**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|alibaba-small|Quantum Workplace", "prompt": "c167-m1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Quantum Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quantum Workplace is specifically noted for being \"sales-led\" and robust for mid-to-large markets"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|alibaba-small|Officevibe", "prompt": "c167-m1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Rapid Deployment & Simplicity: **Officevibe** or **ThriveSparrow**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|alibaba-small|ThriveSparrow", "prompt": "c167-m1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "These platforms are often chosen for their lower price points and simplicity."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|anthropic-small|Culture Amp", "prompt": "c167-m1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Culture Amp** - Best for research-backed surveys and benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|anthropic-small|Lattice", "prompt": "c167-m1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Lattice is the best mid-market engagement platform combining engagement + reviews + 1:1s in one platform."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|anthropic-small|15Five", "prompt": "c167-m1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**15Five** - Best for continuous feedback and manager coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|anthropic-small|Quantum Workplace", "prompt": "c167-m1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Quantum Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quantum Workplace is the best mid-market engagement + performance combo."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|challenger-small|Culture Amp", "prompt": "c167-m1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall employee engagement survey platform is **Culture Amp**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|challenger-small|Lattice", "prompt": "c167-m1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice** if you want engagement surveys tightly connected to **performance reviews and manager workflows**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|challenger-small|Workleap Officevibe", "prompt": "c167-m1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want a **lighter, faster-to-deploy** pulse-survey tool with high usability"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|challenger-small|Leapsome", "prompt": "c167-m1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want an all-in-one platform that combines **engagement, performance, and learning**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|challenger-small|Quantum Workplace", "prompt": "c167-m1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Quantum Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if your priority is **action planning plus benchmarking** in a mid-market environment"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|deepseek-small|Culture Amp", "prompt": "c167-m1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Culture Amp** is the most commonly cited \"best overall.\""}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|deepseek-small|Lattice", "prompt": "c167-m1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're also managing performance/OKRs and want to consolidate, choose **Lattice**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|deepseek-small|15Five", "prompt": "c167-m1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want a lightweight, manager-friendly, budget-conscious option, choose **15Five**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|deepseek-small|Leapsome", "prompt": "c167-m1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best for European/global mid-market*"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|deepseek-small|Bonusly", "prompt": "c167-m1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if recognition & culture are core"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|deepseek-small|Workvivo", "prompt": "c167-m1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workvivo adds an internal social/communications layer for mid-large companies."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|deepseek-small|Qualtrics", "prompt": "c167-m1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Culture Amp and Qualtrics are best at ~500+ employees but overkill (and costly) below ~150"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|deepseek-small|FeedbackPulse", "prompt": "c167-m1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "lighter tools (15Five, Bonusly, FeedbackPulse) give better value"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|google-small|Qualtrics", "prompt": "c167-m1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise giants like Qualtrics or Workday Peakon are often too expensive, complex, and require a dedicated data analyst to run."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|google-small|Workday Peakon", "prompt": "c167-m1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workday Peakon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise giants like Qualtrics or Workday Peakon are often too expensive, complex, and require a dedicated data analyst to run."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|google-small|Leapsome", "prompt": "c167-m1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for Unified Engagement, Performance, & Learning: **Leapsome** ... Leapsome is a premier choice."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|google-small|Culture Amp", "prompt": "c167-m1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Culture Amp is the gold standard for \"listening-first\" organizations."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|google-small|Lattice", "prompt": "c167-m1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lattice is incredibly popular in the modern B2B tech space."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|google-small|Workleap (formerly Officevibe)", "prompt": "c167-m1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if your HR team is very lean (1–2 people). It is extremely low-friction"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|google-small|15Five", "prompt": "c167-m1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if your primary B2B focus is **manager coaching**."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|meta-small|Culture Amp", "prompt": "c167-m1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee engagement survey platform for a mid-market B2B company is Culture Amp"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|meta-small|Lattice", "prompt": "c167-m1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Lattice, Quantum Workplace, and The Happiness Index"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|meta-small|Quantum Workplace", "prompt": "c167-m1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Quantum Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Lattice, Quantum Workplace, and The Happiness Index"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|meta-small|The Happiness Index", "prompt": "c167-m1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "The Happiness Index", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Lattice, Quantum Workplace, and The Happiness Index"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|minimax-small|Culture Amp", "prompt": "c167-m1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Culture Amp** or **Lattice** as the strongest all-around choices"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|minimax-small|Lattice", "prompt": "c167-m1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Culture Amp** or **Lattice** as the strongest all-around choices"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|minimax-small|15Five", "prompt": "c167-m1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. 15Five** \\u2013 Best for Manager-Focused Feedback"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|minimax-small|Leapsome", "prompt": "c167-m1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "European platform with learning modules | **Leapsome**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|mistral-small|15Five", "prompt": "c167-m1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**15Five** and **Culture Amp** are top choices"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|mistral-small|Culture Amp", "prompt": "c167-m1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**15Five** and **Culture Amp** are top choices"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|mistral-small|Workleap/Officevibe", "prompt": "c167-m1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap/Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workleap/Officevibe is a strong alternative if you want an all-in-one engagement and performance platform."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|mistral-small|Peakon (now part of Workday)", "prompt": "c167-m1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Peakon (now part of Workday)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for mid-market to enterprise organizations needing continuous feedback and strong integration with HR systems."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|moonshot-small|Culture Amp", "prompt": "c167-m1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Culture Amp** – Best for Engagement Analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|moonshot-small|Lattice", "prompt": "c167-m1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Lattice** – Best All-in-One (Engagement + Performance)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|moonshot-small|15Five", "prompt": "c167-m1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. 15Five** – Best for Transparent Pricing & Manager Enablement"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|moonshot-small|Workleap Officevibe", "prompt": "c167-m1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Workleap Officevibe** – Best for Frontline/Mid-Market Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|moonshot-small|Leapsome", "prompt": "c167-m1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Most platforms (Culture Amp, Lattice, Leapsome) have **annual minimums of $4,000-6,000**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|openai-small|Culture Amp", "prompt": "c167-m1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **Culture Amp**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|openai-small|WorkTango", "prompt": "c167-m1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "WorkTango", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a broader HR/engagement suite:** **WorkTango**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|openai-small|Paylocity", "prompt": "c167-m1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**WorkTango** or **Paylocity**-style platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|openai-small|Qualtrics", "prompt": "c167-m1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "want enterprise-grade experience management:** **Qualtrics**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|xai-small|Culture Amp", "prompt": "c167-m1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### Top Recommendation: **Culture Amp**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|xai-small|Lattice", "prompt": "c167-m1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice** (Best for Performance-Integrated Engagement)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|xai-small|15Five", "prompt": "c167-m1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**15Five** (Best for Manager-Led Action and Budget)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|xai-small|Leapsome", "prompt": "c167-m1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Leapsome** (Best for Global/European B2B or All-in-One)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|xai-small|Glint/Peakon", "prompt": "c167-m1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Glint/Peakon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-lite (if scaling up) ... AI-driven (but heavier)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|xai-small|Qualtrics", "prompt": "c167-m1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid**: Pure enterprise tools like Qualtrics (overkill/expensive for mid-market)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|xai-small|Officevibe", "prompt": "c167-m1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Officevibe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "or SMB-only like Officevibe (lacks depth)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|zai-small|Culture Amp", "prompt": "c167-m1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Culture Amp**. It offers the depth, integrations, and support needed to drive meaningful engagement improvements."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|zai-small|15Five", "prompt": "c167-m1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Why 15Five Is a Strong Alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|zai-small|Leapsome", "prompt": "c167-m1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leapsome is ideal if you want to unify HR, performance, and engagement under one roof"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|zai-small|Officevibe", "prompt": "c167-m1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Officevibe is a solid choice if you have a limited budget and want a straightforward engagement survey tool."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m1|zai-small|The Happiness Index", "prompt": "c167-m1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "The Happiness Index", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Happiness Index is a strong option if you want a fast, science-backed engagement platform"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|alibaba-small|Culture Amp", "prompt": "c167-m2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Culture Amp"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|alibaba-small|CultureMonkey", "prompt": "c167-m2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... 1. CultureMonkey"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|alibaba-small|Qualtrics EmployeeXM", "prompt": "c167-m2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "2. Qualtrics EmployeeXM ... enterprise-grade power at a mid-market scale"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|alibaba-small|TinyPulse", "prompt": "c167-m2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "TinyPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "3. TinyPulse (or Pymetrics) ... prioritizing frequent, low-friction feedback"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|alibaba-small|Pymetrics", "prompt": "c167-m2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Pymetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "TinyPulse (or Pymetrics)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|alibaba-small|ContactMonkey", "prompt": "c167-m2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "ContactMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Look at tools with native plugins like **ContactMonkey** or **Qualtrics** for ease of distribution."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|alibaba-small|QuestionPro", "prompt": "c167-m2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "QuestionPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider **QuestionPro** or **SurveyLegend**, which offer functional pulse capabilities at lower price points"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|alibaba-small|SurveyLegend", "prompt": "c167-m2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "SurveyLegend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consider **QuestionPro** or **SurveyLegend** ... though with less sophisticated analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|anthropic-small|ThriveSparrow", "prompt": "c167-m2", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **starting with ThriveSparrow** if you have HR resources to manage insights and action planning"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|anthropic-small|Workleap (formerly Officevibe)", "prompt": "c167-m2", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Workleap** if you want something simpler and more lightweight with lower per-user costs"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|anthropic-small|Lattice", "prompt": "c167-m2", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Need Performance Integration"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|anthropic-small|Pulse Feedback", "prompt": "c167-m2", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Pulse Feedback", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pulse Feedback is a good fit for HR teams in mid-sized companies wanting structured, recurring feedback loops"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|challenger-small|Culture Amp", "prompt": "c167-m2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Culture Amp** if your priority is a serious, benchmark-driven pulse survey program with strong analytics and room to scale."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|challenger-small|Workleap Officevibe", "prompt": "c167-m2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workleap Officevibe** is the better fit for small to mid-sized teams that want manager-friendly dashboards and lightweight weekly pulse surveys."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|challenger-small|Happily.ai", "prompt": "c167-m2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Happily.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Happily.ai** if your top need is **continuous daily signal** and AI coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|challenger-small|15Five", "prompt": "c167-m2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose 15Five** if you want **pulse surveys tied to performance management and OKRs** in one workflow."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|deepseek-small|Culture Amp", "prompt": "c167-m2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Culture Amp**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|deepseek-small|Leapsome", "prompt": "c167-m2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want something cheaper and simpler, **Leapsome** (~$8/user/mo)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|deepseek-small|Lattice", "prompt": "c167-m2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already use Lattice for performance management and want surveys alongside it"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|deepseek-small|Workleap (Officevibe)", "prompt": "c167-m2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap (Officevibe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most budget-conscious option; simple automated pulses, low setup friction"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|deepseek-small|Microsoft Viva Glint", "prompt": "c167-m2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If your B2B company is already heavily invested in Microsoft 365/Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|deepseek-small|Qualtrics EmployeeXM", "prompt": "c167-m2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics EmployeeXM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Qualtrics is overkill unless you have dedicated analysts"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|deepseek-small|15Five", "prompt": "c167-m2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "buying surveys alongside it (Lattice, Leapsome, 15Five) avoids tool sprawl"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|google-small|Qualtrics", "prompt": "c167-m2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "It shouldn't be as heavy, complex, or expensive as enterprise-grade tools (like Qualtrics)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|google-small|Workleap Officevibe", "prompt": "c167-m2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workleap Officevibe** is highly recommended."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|google-small|Lattice", "prompt": "c167-m2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lattice** is the mid-market industry favorite."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|google-small|15Five", "prompt": "c167-m2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**15Five** is an excellent choice."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|google-small|Culture Amp", "prompt": "c167-m2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Culture Amp** is the gold standard."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|meta-small|Culture Amp", "prompt": "c167-m2", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Culture Amp is best for mid-market benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|meta-small|CultureMonkey", "prompt": "c167-m2", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CultureMonkey is best for enterprises with global and distributed teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|meta-small|15Five", "prompt": "c167-m2", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "15Five is best for mid-size teams that want pulse + performance"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|minimax-small|Culture Amp", "prompt": "c167-m2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Culture Amp** because: - It's specifically designed for the mid-market"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|minimax-small|Leapsome", "prompt": "c167-m2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Leapsome** would be a better choice."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|minimax-small|Lattice", "prompt": "c167-m2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Lattice** (Best for Engagement + Performance)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|mistral-small|Culture Amp", "prompt": "c167-m2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Culture Amp** is a top choice if you prioritize benchmarking and deep analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|mistral-small|15Five", "prompt": "c167-m2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**15Five** is excellent if you want to integrate pulse surveys with performance management"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|mistral-small|CultureMonkey", "prompt": "c167-m2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CultureMonkey** is a strong alternative for global or distributed teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|moonshot-small|Lattice", "prompt": "c167-m2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Lattice**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|moonshot-small|Culture Amp", "prompt": "c167-m2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you are 500+ employees and prioritize data/analytics:** Go with **Culture Amp**."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|moonshot-small|15Five", "prompt": "c167-m2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you are ~100 employees and want the easiest rollout:** Go with **15Five**."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|moonshot-small|Leapsome", "prompt": "c167-m2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Honorable Mention: **Leapsome**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|openai-small|Workleap", "prompt": "c167-m2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Workleap** as the best default choice for an **employee pulse survey tool**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|openai-small|Culture Amp", "prompt": "c167-m2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a more established **enterprise-grade employee experience platform**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|openai-small|15Five", "prompt": "c167-m2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want **pulse surveys tightly connected to performance management, check-ins, goals, and manager effectiveness**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|xai-small|15Five", "prompt": "c167-m2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend 15Five as the top employee pulse survey tool."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|xai-small|Lattice", "prompt": "c167-m2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You need full performance + engagement in one HR platform."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|xai-small|Officevibe (Workleap)", "prompt": "c167-m2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Officevibe (Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-focused, simple manager pulses for SMBs... manager-friendly but lighter on analytics."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|xai-small|Culture Amp", "prompt": "c167-m2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Research-backed; better for 500+ but pricey."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|zai-small|Culture Amp", "prompt": "c167-m2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Culture Amp**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|zai-small|FeedbackPulse", "prompt": "c167-m2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FeedbackPulse** – Best for a focused, budget‑friendly pulse workflow"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|zai-small|Workleap (formerly OfficeVibe)", "prompt": "c167-m2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap (formerly OfficeVibe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best budget‑friendly option"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|zai-small|Jotform", "prompt": "c167-m2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Jotform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best no‑code option for SMB and mid‑market"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m2|zai-small|Lattice", "prompt": "c167-m2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for performance + pulse combo"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|alibaba-small|Workhuman", "prompt": "c167-m3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Workhuman:** Focuses heavily on social recognition and rewards."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|alibaba-small|Lattice", "prompt": "c167-m3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Blends performance management (OKRs and reviews) with engagement surveys to connect individual growth to company goals."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|alibaba-small|Bonusly", "prompt": "c167-m3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Uses gamification to allow peer-to-peer recognition where points are converted to gift cards or donations."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|alibaba-small|Culture Amp", "prompt": "c167-m3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "An analytics powerhouse that specializes in pulse surveys and continuous listening to measure sentiment over time."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|alibaba-small|Staffbase", "prompt": "c167-m3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some platforms (like **Staffbase**) act as an internal app similar to Facebook, focusing on news feeds and corporate communications."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|deepseek-small|Culture Amp", "prompt": "c167-m3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Culture Amp** | Enterprise listening & analytics | Robust survey platform with deep analytics and benchmarks"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|deepseek-small|Lattice", "prompt": "c167-m3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Lattice** | Performance-linked engagement | Ties surveys to reviews, goals, and manager workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|deepseek-small|15Five", "prompt": "c167-m3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**15Five** | Performance + engagement | Connects engagement to performance management"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|deepseek-small|Bonusly", "prompt": "c167-m3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Bonusly** | Recognition-first programs | Peer-to-peer recognition and rewards with a free tier"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|deepseek-small|Motivosity", "prompt": "c167-m3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Motivosity / WorkTango** | Recognition + surveys combined"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|deepseek-small|WorkTango", "prompt": "c167-m3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "WorkTango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Motivosity / WorkTango** | Recognition + surveys combined | Centralize multiple engagement motions in one place"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|deepseek-small|Workday Peakon", "prompt": "c167-m3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workday Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Workday Peakon** | Enterprise-scale listening | Built for large-scale voice-of-employee programs"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|deepseek-small|Friday Pulse", "prompt": "c167-m3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Friday Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Friday Pulse / OfficeVibe** | Simplicity & regular check-ins | Lightweight pulse surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|deepseek-small|OfficeVibe", "prompt": "c167-m3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "OfficeVibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Friday Pulse / OfficeVibe** | Simplicity & regular check-ins | Lightweight pulse surveys that integrate with Slack/Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|google-small|Teamflect", "prompt": "c167-m3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Specifically designed for companies that use Microsoft 365... integrates directly into Microsoft Teams and Outlook"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|google-small|Culture Amp", "prompt": "c167-m3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The top all-in-one HR systems for employee feedback, culture analytics, performance reviews, and OKR ... tracking."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|google-small|Lattice", "prompt": "c167-m3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Culture Amp & Lattice: The top all-in-one HR systems for employee feedback, culture analytics, performance reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|google-small|Workleap (formerly Officevibe)", "prompt": "c167-m3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Designed for small-to-mid-market companies looking for lightweight, automated weekly pulse surveys and clean manager dashboards."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|google-small|inFeedo AI", "prompt": "c167-m3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "inFeedo AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "An AI-driven engagement platform that acts as an \"AI Chief Engagement Officer\"... to check in with employees and identify flight-risk"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|google-small|Motivosity", "prompt": "c167-m3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gamified, social recognition platforms that focus heavily on peer-to-peer appreciation."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|google-small|Bonusly", "prompt": "c167-m3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "focus primarily on day-to-day morale, peer-to-peer gifting, and social recognition"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|meta-small|Workhuman", "prompt": "c167-m3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "For employee engagement platforms, the top options include Workhuman, Lattice, and eXo Platform."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|meta-small|Lattice", "prompt": "c167-m3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "the top options include Workhuman, Lattice, and eXo Platform"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|meta-small|eXo Platform", "prompt": "c167-m3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "eXo Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the top options include Workhuman, Lattice, and eXo Platform"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|moonshot-small|Lattice", "prompt": "c167-m3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're trying to reduce turnover and measure team morale → Look at **Lattice**, **Culture Amp**, or **Workday Peakon**."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|moonshot-small|Culture Amp", "prompt": "c167-m3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Culture Amp blends engagement data more tightly with performance reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|moonshot-small|Workday Peakon", "prompt": "c167-m3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workday Peakon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Peakon is built for ongoing, automated listening at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|moonshot-small|Qualtrics", "prompt": "c167-m3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Qualtrics** (employee) offer the deepest data flexibility"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|moonshot-small|Staffbase", "prompt": "c167-m3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Staffbase is communication-first"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|moonshot-small|Assembly", "prompt": "c167-m3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Assembly is recognition and rewards-first"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|moonshot-small|Friday Pulse", "prompt": "c167-m3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Friday Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Measures team morale and emotional happiness regularly"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|xai-small|Braze", "prompt": "c167-m3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Braze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Braze** - Focuses on real-time orchestration and mobile-first engagement."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|xai-small|Salesforce Marketing Cloud", "prompt": "c167-m3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprise powerhouse with deep CRM integration."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|xai-small|HubSpot", "prompt": "c167-m3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "All-in-one inbound marketing/CRM. Strengths: Free tier, ease for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|xai-small|Zendesk", "prompt": "c167-m3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Support-centric with engagement add-ons."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|xai-small|Intercom", "prompt": "c167-m3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Conversational messaging focus."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|xai-small|Brevo (formerly Sendinblue)", "prompt": "c167-m3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Affordable multichannel."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|xai-small|Klaviyo", "prompt": "c167-m3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "E-commerce specialist."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|xai-small|Twilio Segment", "prompt": "c167-m3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Twilio Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Data unification with messaging."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|xai-small|Culture Amp", "prompt": "c167-m3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "For employee engagement (e.g., Culture Amp, Lattice), clarify if that's intended."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|xai-small|Lattice", "prompt": "c167-m3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "For employee engagement (e.g., Culture Amp, Lattice), clarify if that's intended."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|zai-small|Workvivo", "prompt": "c167-m3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workvivo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Workvivo** | HR & employee-experience teams | Social-style feed, peer recognition, polls, events, analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|zai-small|Lattice", "prompt": "c167-m3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Lattice** | HR & people ops | Pulse surveys, goals & OKRs, feedback, performance management, analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|zai-small|Staffbase", "prompt": "c167-m3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Staffbase** | Large enterprises | Internal communications, employee news, feedback loops, analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|zai-small|15Five", "prompt": "c167-m3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**15Five** | Mid-size & enterprise | Weekly check-ins, goal tracking, performance reviews, 360° feedback"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m3|zai-small|Culture Amp", "prompt": "c167-m3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Culture Amp** | Mid-size & enterprise | Employee surveys, sentiment analysis, benchmarking, action planning"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|alibaba-small|Glint", "prompt": "c167-m4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Glint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "lower entry points than enterprise giants like Glint or Culture Amp"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|alibaba-small|Culture Amp", "prompt": "c167-m4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "lower entry points than enterprise giants like Glint or Culture Amp"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|alibaba-small|FeedbackPulse", "prompt": "c167-m4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best Value / Features** | **FeedbackPulse**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|alibaba-small|Workleap (formerly Officevibe)", "prompt": "c167-m4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ease of Use** | **Workleap (Officevibe)**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|alibaba-small|ThriveSparrow", "prompt": "c167-m4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focuses heavily on employee well-being and development alongside engagement."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|alibaba-small|Google Forms / Microsoft Forms", "prompt": "c167-m4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms / Microsoft Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cost:** **Free**. ... Cons: You must manually analyze the data"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|alibaba-small|SurveyMonkey", "prompt": "c167-m4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Has a **Free forever** plan (limited responses per month) and low-cost paid tiers starting ~$25/month"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|alibaba-small|Arenevo", "prompt": "c167-m4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Arenevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Predictable Costs** | **Arenevo** (Check current pricing for flat-rate options)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|alibaba-small|Typeform", "prompt": "c167-m4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Typeform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "simple tools like **SurveyMonkey** or even a well-formatted **Typeform**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|anthropic-small|Assembly", "prompt": "c167-m4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Assembly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Assembly** starts at $3 per user/month (billed yearly) and is worth checking out if you're an SMB looking for a flexible and budget-friendly employee engagement platform"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|anthropic-small|FormGrid", "prompt": "c167-m4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FormGrid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "FormGrid and Tally offer unlimited usage for free, which covers most of what a small team needs"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|anthropic-small|Tally", "prompt": "c167-m4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Tally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FormGrid and Tally offer unlimited usage for free"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|anthropic-small|FeedbackPulse", "prompt": "c167-m4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For companies under 50 employees with tight budgets, FeedbackPulse or Workleap are recommended"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|anthropic-small|Workleap", "prompt": "c167-m4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Workleap pricing is $5/user/month with a limited free plan available"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|anthropic-small|Zoho Survey", "prompt": "c167-m4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Zoho Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Zoho Survey is the best employee engagement survey vendor for budget-conscious teams already working in the Zoho ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|anthropic-small|ProProfs Survey Maker", "prompt": "c167-m4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ProProfs Survey Maker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ProProfs Survey Maker offers all premium features at just $19/month"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|anthropic-small|Officevibe & Performance", "prompt": "c167-m4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe & Performance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Officevibe & Performance costs $8/user/month"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|challenger-small|Workleap (Officevibe)", "prompt": "c167-m4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap (Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall choice is usually **Workleap (Officevibe)** for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|challenger-small|Google Forms", "prompt": "c167-m4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cheapest starting point, but it lacks built-in anonymity controls, automation, and trend reporting"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|challenger-small|FeedbackPulse", "prompt": "c167-m4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "repeatedly highlighted as a budget-friendly pick for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|challenger-small|15Five", "prompt": "c167-m4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "15Five or Lattice, but these are generally more expensive than the options above"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|challenger-small|Lattice", "prompt": "c167-m4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "15Five or Lattice, but these are generally more expensive than the options above"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|deepseek-small|ThriveSparrow", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **ThriveSparrow ($3/employee/mo)** or **Officevibe (~$3.50)**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|deepseek-small|Officevibe (Workleap)", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe (Workleap)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **ThriveSparrow ($3/employee/mo)** or **Officevibe (~$3.50)**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|deepseek-small|15Five", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best value picks are **ThriveSparrow, Officevibe (Workleap), 15Five, and FeedbackPulse**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|deepseek-small|FeedbackPulse", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best value picks are **ThriveSparrow, Officevibe (Workleap), 15Five, and FeedbackPulse**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|deepseek-small|Google Forms", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you truly need *free* and have modest needs, **Google Forms** works as a zero-cost starting point"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|deepseek-small|Empuls", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Empuls", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Empuls** | ~$3/employee/mo | Engagement plus recognition features"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|deepseek-small|Arenevo", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Arenevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Arenevo** | Flat ~\\u20ac9/mo | Small teams wanting AI-generated action plans"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|deepseek-small|Culture Amp", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid enterprise-tier tools** (Culture Amp, Qualtrics, Peakon, Medallia)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|deepseek-small|Qualtrics", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid enterprise-tier tools** (Culture Amp, Qualtrics, Peakon, Medallia)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|deepseek-small|Peakon", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Peakon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Avoid enterprise-tier tools** (Culture Amp, Qualtrics, Peakon, Medallia)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|deepseek-small|Medallia", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Medallia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Avoid enterprise-tier tools** (Culture Amp, Qualtrics, Peakon, Medallia)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|deepseek-small|Lattice", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Lattice has a ~$4,000 annual minimum ... which make them costly at small headcounts"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|deepseek-small|Leapsome", "prompt": "c167-m4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Leapsome ~$6,000, which make them costly at small headcounts"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|google-small|Google Forms", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your budget is strictly $0:** Use **Microsoft Forms** (if you have M365) or **Google Forms**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|google-small|Microsoft Forms", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Microsoft Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your budget is strictly $0:** Use **Microsoft Forms** (if you have M365)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|google-small|Jotform", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Jotform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Jotform or Tally ... Very generous free-forever plans"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|google-small|Tally", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Tally", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Jotform or Tally ... clean, professional aesthetic without a high price tag"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|google-small|FeedbackPulse", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have fewer than 10 employees:** Sign up for the free tier of **FeedbackPulse**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|google-small|Teamflect", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Teamflect** (if your team lives inside Microsoft Teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|google-small|15Five", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Choose **15Five** ($4/user/month) for a deeply analytical, research-backed survey tool"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|google-small|ThriveSparrow", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Starts at **$3 per user, per month** ... highly engaging user interface"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|google-small|Assembly", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or **Assembly** ($2-$3/user/month) if you also want peer recognition features built-in"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|google-small|Workleap (formerly Officevibe)", "prompt": "c167-m4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "While slightly pricier than 15Five or Assembly, Workleap is entirely hands-off"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|meta-small|FeedbackPulse", "prompt": "c167-m4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee engagement survey platform for a company with a limited budget is FeedbackPulse or Workleap for teams under 50 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|meta-small|Workleap", "prompt": "c167-m4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is FeedbackPulse or Workleap for teams under 50 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|meta-small|Lattice", "prompt": "c167-m4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and Lattice, 15Five, or Leapsome for teams with 50-500 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|meta-small|15Five", "prompt": "c167-m4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "and Lattice, 15Five, or Leapsome for teams with 50-500 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|meta-small|Leapsome", "prompt": "c167-m4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "and Lattice, 15Five, or Leapsome for teams with 50-500 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|meta-small|ThriveSparrow", "prompt": "c167-m4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options include ThriveSparrow, Officevibe, and QuestionPro."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|meta-small|Officevibe", "prompt": "c167-m4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other options include ThriveSparrow, Officevibe, and QuestionPro."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|meta-small|QuestionPro", "prompt": "c167-m4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "QuestionPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other options include ThriveSparrow, Officevibe, and QuestionPro."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|minimax-small|Empuls", "prompt": "c167-m4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Empuls", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you can spend a little**: **Empuls** at $2.50/user gives you surveys + recognition + perks"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|minimax-small|Google Forms", "prompt": "c167-m4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need something very simple and free**: **Google Forms** works for basic surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|minimax-small|Workleap", "prompt": "c167-m4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workleap** or **QuestionPro** offer good balances of price and features"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|minimax-small|QuestionPro", "prompt": "c167-m4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "QuestionPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workleap** or **QuestionPro** offer good balances of price and features"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|minimax-small|Zoho Survey", "prompt": "c167-m4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Zoho Survey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget-friendly multilingual surveys with basic analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|minimax-small|TINYpulse", "prompt": "c167-m4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "TINYpulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Affordable pulse survey tool for SMBs wanting fast setup"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|mistral-small|FeedbackPulse", "prompt": "c167-m4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FeedbackPulse**: Best overall for small teams."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|mistral-small|Google Forms", "prompt": "c167-m4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best zero-software-cost option if you already use Google Workspace"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|mistral-small|SurveyMonkey", "prompt": "c167-m4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For larger teams or more features, consider SurveyMonkey or Zoho Survey’s low-cost plans."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|mistral-small|Zoho Survey", "prompt": "c167-m4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Zoho Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Their free plan includes important tools for boosting employee satisfaction."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|moonshot-small|Google Forms", "prompt": "c167-m4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**10-50 employees, very tight budget** | Google Forms + manual analysis"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|moonshot-small|Microsoft Forms", "prompt": "c167-m4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Microsoft Forms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cost:** Free with Microsoft 365"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|moonshot-small|Workleap Officevibe", "prompt": "c167-m4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Under 10 employees** | Workleap Officevibe (free tier) or Google Forms"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|moonshot-small|ThriveSparrow", "prompt": "c167-m4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**ThriveSparrow** ⭐ Best Budget Pick"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|moonshot-small|15Five", "prompt": "c167-m4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Need surveys + performance reviews** | 15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|moonshot-small|FeedbackPulse", "prompt": "c167-m4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**30-100 employees** | FeedbackPulse (flat rate)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|moonshot-small|Arenevo", "prompt": "c167-m4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Arenevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "flat-rate tools like FeedbackPulse or Arenevo save money as you scale"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|openai-small|SurveySparrow", "prompt": "c167-m4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveySparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best option is usually **SurveySparrow** or **Incogneato**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|openai-small|Incogneato", "prompt": "c167-m4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Incogneato", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your main goal is **anonymous pulse surveys**, choose **Incogneato**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|openai-small|Betterworks", "prompt": "c167-m4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Betterworks** is worth a look but is less budget-friendly at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|xai-small|FeedbackPulse", "prompt": "c167-m4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FeedbackPulse stands out as one of the best employee engagement survey platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|xai-small|Culture Amp", "prompt": "c167-m4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "praised for transparency and value vs. pricier options like Culture Amp"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|xai-small|Google Forms", "prompt": "c167-m4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need zero software commitment, use Google Forms."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|xai-small|SurveyMonkey Free", "prompt": "c167-m4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyMonkey Free", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Limited responses (~10/question), basic features; paid starts at $25/month."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|xai-small|Jotform Bronze", "prompt": "c167-m4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Jotform Bronze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Jotform Bronze (~$34/month, free tier limited): Good for DIY forms with anonymity."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|xai-small|ThriveSparrow", "prompt": "c167-m4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "~$3/employee/month; includes surveys, AI growth plans. Self-serve for small biz."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|xai-small|Officevibe (Workleap)", "prompt": "c167-m4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe (Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "simple pulse surveys, \"best budget-friendly\" in some charts"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|xai-small|15Five", "prompt": "c167-m4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "~$4/employee/month; strong for feedback + manager tools."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|zai-small|FeedbackPulse", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FeedbackPulse Pro** (~$4/employee/month) is the best overall value"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|zai-small|Kudos", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Kudos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kudos** (~$5/employee/month) is a strong choice"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|zai-small|SurveyMonkey", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SurveyMonkey Team** (~$3\\u20134/user/month) is a low\\u2011cost, familiar option"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|zai-small|15Five", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Under $5/employee/month: FeedbackPulse, Kudos, 15Five, SurveyMonkey."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|zai-small|Google Forms", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Start with **FeedbackPulse free tier** or **Google Forms**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|zai-small|Typeform", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Typeform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "10 free responses/month | Teams that want a conversational survey experience and can live with a cap"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|zai-small|Lattice", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Lattice** or **Viva Glint** are good, but expect higher costs and more complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|zai-small|WorkTango", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "WorkTango", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "~$8,000 / year (minimum)... typically more expensive and better suited for mid\\u2011to\\u2011large companies"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|zai-small|Microsoft Viva Glint", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "expect higher costs and more complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|zai-small|Culture Amp", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Custom pricing (starts high) | Large organizations (200+)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|zai-small|Qualtrics", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Above $10/employee/month: Culture Amp, Qualtrics, Workday Peakon (usually enterprise\\u2011level)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m4|zai-small|Workday Peakon", "prompt": "c167-m4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workday Peakon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Above $10/employee/month: Culture Amp, Qualtrics, Workday Peakon (usually enterprise\\u2011level)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|alibaba-small|SurveyMonkey", "prompt": "c167-m5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You have outgrown manual spreadsheets or basic tools (like SurveyMonkey)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|alibaba-small|Oracle Taleo", "prompt": "c167-m5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Oracle Taleo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you may not yet require the massive customization of enterprise giants (like Oracle Taleo)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|alibaba-small|Culture Amp", "prompt": "c167-m5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Extremely strong on longitudinal data (tracking trends over years) and coaching resources. Excellent for mid-market."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|alibaba-small|Peakon (Adobe)", "prompt": "c167-m5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Peakon (Adobe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very powerful predictive analytics (predicts attrition based on sentiment)."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|alibaba-small|Lattice", "prompt": "c167-m5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your company uses the same tool for performance reviews, Lattice is ideal"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|alibaba-small|Vantage Circle / Altruista", "prompt": "c167-m5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Vantage Circle / Altruista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focus heavily on recognition and holistic culture alongside surveys."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|alibaba-small|Officevibe", "prompt": "c167-m5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Great for simple, frequent pulse surveys with very low friction."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|alibaba-small|Teamgantt / Glint (now part of LinkedIn/Shrm)", "prompt": "c167-m5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Teamgantt / Glint (now part of LinkedIn/Shrm)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Solid, straightforward data collection."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|deepseek-small|Culture Amp", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall mid-market analytics:** Culture Amp"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|deepseek-small|Qualtrics", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise-grade analytics, deeper but heavier"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|deepseek-small|Lattice", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for combining engagement + performance management:** Lattice"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|deepseek-small|FeedbackPulse", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best simple, budget-friendly pulses:** Workleap Officevibe, FeedbackPulse"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|deepseek-small|Workleap/Officevibe", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workleap/Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a lightweight pulse tool (Workleap/Officevibe) for price comparison"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|deepseek-small|Betterworks", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for combining engagement + performance management:** Lattice, Betterworks"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|deepseek-small|15Five", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best manager enablement / continuous feedback:** 15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|deepseek-small|Microsoft Viva Glint", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Microsoft Viva Glint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for M365-native shops:** Microsoft Viva Glint"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|deepseek-small|CultureMonkey", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best if you have frontline/deskless workers:** CultureMonkey (SMS/WhatsApp/QR)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|deepseek-small|Inpulse", "prompt": "c167-m5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Inpulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "frontline/deskless workers: CultureMonkey (SMS/WhatsApp/QR), Inpulse"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|google-small|Culture Amp", "prompt": "c167-m5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Platforms like *Culture Amp* or *Workleap Officevibe* are incredibly deep on methodology, analytics, and benchmarking."}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|google-small|Lattice", "prompt": "c167-m5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Platforms like *Lattice*, *Leapsome*, or *15Five* combine engagement surveys with performance reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|google-small|Workleap Officevibe", "prompt": "c167-m5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Platforms like *Culture Amp* or *Workleap Officevibe* are incredibly deep on methodology"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|google-small|Leapsome", "prompt": "c167-m5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Platforms like *Lattice*, *Leapsome*, or *15Five* combine engagement surveys with performance reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|google-small|15Five", "prompt": "c167-m5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Platforms like *Lattice*, *Leapsome*, or *15Five* combine engagement surveys with performance reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|mistral-small|Culture Amp", "prompt": "c167-m5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Culture Amp** (strong analytics, action planning)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|mistral-small|Glint", "prompt": "c167-m5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Glint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Glint** (Google-owned, great for tech companies)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|mistral-small|Peakon", "prompt": "c167-m5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Peakon** (AI-driven, strong for large enterprises)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|mistral-small|15Five", "prompt": "c167-m5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**15Five** (focus on continuous feedback)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|mistral-small|Limeade", "prompt": "c167-m5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Limeade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Limeade** (employee experience platform)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|mistral-small|Officevibe", "prompt": "c167-m5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Officevibe** (simple, affordable, part of the Perceptyx family)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|mistral-small|Perceptyx", "prompt": "c167-m5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Perceptyx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Perceptyx** (enterprise-focused, strong consulting services)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|mistral-small|SurveyMonkey", "prompt": "c167-m5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**SurveyMonkey** (simple, but not purpose-built for engagement)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|mistral-small|Qualtrics", "prompt": "c167-m5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Qualtrics** (enterprise-grade, but complex)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|moonshot-small|Culture Amp", "prompt": "c167-m5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Culture Amp** | Science-backed methodology + benchmarks | Strong analytics, integrated people-suite"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|moonshot-small|Quantum Workplace", "prompt": "c167-m5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Quantum Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market focus (200-5,000), external benchmarks"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|moonshot-small|15Five", "prompt": "c167-m5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Manager-led engagement | Affordable ($4/user/mo)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|moonshot-small|Leapsome", "prompt": "c167-m5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one people platform | Engagement + performance + learning"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|moonshot-small|ThriveSparrow", "prompt": "c167-m5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-conscious mid-market | Good for 200-2,000 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|xai-small|Culture Amp", "prompt": "c167-m5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Platforms like Culture Amp, Lattice, 15Five, Qualtrics, Glint (LinkedIn), Officevibe, and SurveyMonkey frequently top comparisons for this range"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|xai-small|Lattice", "prompt": "c167-m5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Lattice higher for full suite"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|xai-small|15Five", "prompt": "c167-m5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Platforms like Culture Amp, Lattice, 15Five, Qualtrics... frequently top comparisons for this range"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|xai-small|Qualtrics", "prompt": "c167-m5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "avoid enterprise-heavy ones (e.g., full Qualtrics) if you don't need deep research features"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|xai-small|Glint (LinkedIn)", "prompt": "c167-m5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Glint (LinkedIn)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Glint (LinkedIn), Officevibe, and SurveyMonkey frequently top comparisons for this range"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|xai-small|Officevibe", "prompt": "c167-m5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Per-User Model: Expect $3-15/user/month (e.g., Officevibe ~$4"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|xai-small|SurveyMonkey", "prompt": "c167-m5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "SurveyMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SurveyMonkey frequently top comparisons for this range"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|xai-small|Google Forms", "prompt": "c167-m5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Google Forms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Skip basic tools like Google Forms"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|zai-small|Culture Amp", "prompt": "c167-m5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms like Culture Amp or Qualtrics offer industry benchmarks that help contextualize your scores"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|zai-small|Qualtrics", "prompt": "c167-m5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like Culture Amp or Qualtrics offer industry benchmarks"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|zai-small|Lattice", "prompt": "c167-m5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "solutions like Lattice, 15Five, or Workleap excel at connecting engagement to performance and 1:1s"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|zai-small|15Five", "prompt": "c167-m5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "solutions like Lattice, 15Five, or Workleap excel at connecting engagement to performance"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|zai-small|Workleap", "prompt": "c167-m5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workleap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "solutions like Lattice, 15Five, or Workleap excel"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|zai-small|Bonusly", "prompt": "c167-m5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms like Bonusly, Achievers, or WorkTango integrate recognition into the engagement loop"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|zai-small|Achievers", "prompt": "c167-m5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Achievers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "platforms like Bonusly, Achievers, or WorkTango integrate recognition"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m5|zai-small|WorkTango", "prompt": "c167-m5", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "WorkTango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "platforms like Bonusly, Achievers, or WorkTango integrate recognition into the engagement loop"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m6|challenger-small|Slack", "prompt": "c167-m6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Generic chat platforms** like Slack or Discord when your goal is a structured, owned community or learning space; they can be poor fits"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m6|challenger-small|Discord", "prompt": "c167-m6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Discord", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Generic chat platforms** like Slack or Discord when your goal is a structured, owned community or learning space; they can be poor fits"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m6|google-small|Hubstaff", "prompt": "c167-m6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Hubstaff", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "What to be cautious about: Platforms that rely on keystroke logging... (e.g., platforms like Hubstaff, Time Doctor, and Teramind)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m6|google-small|Time Doctor", "prompt": "c167-m6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Time Doctor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "(e.g., platforms like Hubstaff, Time Doctor, and Teramind)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-m6|google-small|Teramind", "prompt": "c167-m6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Teramind", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "(e.g., platforms like Hubstaff, Time Doctor, and Teramind)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|alibaba-small|FeedbackPulse", "prompt": "c167-s1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employee engagement survey platform for a **small B2B company** is **FeedbackPulse**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|alibaba-small|Engagedly", "prompt": "c167-s1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for \"Lightweight\" Pulses: Engagedly ... the specialist choice"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|alibaba-small|15Five", "prompt": "c167-s1", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Growth-Oriented Teams: 15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|anthropic-small|BambooHR", "prompt": "c167-s1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BambooHR offers a user-friendly platform tailored to small to mid-sized businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|anthropic-small|Workleap", "prompt": "c167-s1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ideal for small to mid-sized businesses that want straightforward engagement and performance basics without heavy setup"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|anthropic-small|SurveyLegend", "prompt": "c167-s1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "SurveyLegend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good fit for small to mid-sized businesses that need a straightforward, visually appealing way to collect and review employee feedback"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|anthropic-small|TINYpulse", "prompt": "c167-s1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "TINYpulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the right choice if you are a small team running your first structured feedback habit"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|anthropic-small|Zoho Survey", "prompt": "c167-s1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Zoho Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the right choice for small teams that need affordable surveys inside the Zoho ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|anthropic-small|Culture Amp", "prompt": "c167-s1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise solutions like Culture Amp and Qualtrics if you're a small company."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|anthropic-small|Qualtrics", "prompt": "c167-s1", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise solutions like Culture Amp and Qualtrics if you're a small company."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|challenger-small|Workleap Officevibe", "prompt": "c167-s1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around choice is usually **Workleap Officevibe**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|challenger-small|15Five", "prompt": "c167-s1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want engagement + performance in one tool:** **15Five**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|challenger-small|SurveyMonkey", "prompt": "c167-s1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a low-cost, simple survey tool:** **SurveyMonkey** or **Zoho Survey**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|challenger-small|Zoho Survey", "prompt": "c167-s1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Zoho Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SurveyMonkey** or **Zoho Survey** — often recommended for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|challenger-small|Factorial", "prompt": "c167-s1", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want surveys plus broader HR features:** **Factorial**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|deepseek-small|Culture Amp", "prompt": "c167-s1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the consensus advice is to **avoid enterprise tools** like Culture Amp, Qualtrics, and Perceptyx"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|deepseek-small|Qualtrics", "prompt": "c167-s1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid enterprise tools** like Culture Amp, Qualtrics, and Perceptyx"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|deepseek-small|Perceptyx", "prompt": "c167-s1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Perceptyx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid enterprise tools** like Culture Amp, Qualtrics, and Perceptyx"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|deepseek-small|Workleap Officevibe", "prompt": "c167-s1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Workleap Officevibe** is the safest, most widely praised default"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|deepseek-small|15Five", "prompt": "c167-s1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want surveys + performance in one place"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|deepseek-small|ThriveSparrow", "prompt": "c167-s1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "with **ThriveSparrow** as the budget-friendly modular alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|deepseek-small|Lattice", "prompt": "c167-s1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you're B2B with a strong performance-management focus"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|deepseek-small|Arenevo", "prompt": "c167-s1", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Arenevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Affordable flat-rate wildcard"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|google-small|Qualtrics", "prompt": "c167-s1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "isn't the most expensive or feature-heavy enterprise tool (like Qualtrics or Glint)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|google-small|Glint", "prompt": "c167-s1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Glint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "isn't the most expensive or feature-heavy enterprise tool (like Qualtrics or Glint)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|google-small|Workleap (formerly Officevibe)", "prompt": "c167-s1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Automating Pulse Surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|google-small|Teamflect", "prompt": "c167-s1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your company is on Microsoft 365"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|google-small|Matter", "prompt": "c167-s1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Slack-First Teams on a Budget"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|google-small|15Five", "prompt": "c167-s1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Improving Manager Effectiveness"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|google-small|Leapsome", "prompt": "c167-s1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you want to combine Engagement + Performance Reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|google-small|Lattice", "prompt": "c167-s1", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Leapsome or Lattice ... combine engagement surveys, performance reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|meta-small|FeedbackPulse", "prompt": "c167-s1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee engagement survey platform for a small B2B company is FeedbackPulse"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|meta-small|ThriveSparrow", "prompt": "c167-s1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include ThriveSparrow, 15Five, and PeopleGoal, which are also suitable for small businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|meta-small|15Five", "prompt": "c167-s1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include ThriveSparrow, 15Five, and PeopleGoal, which are also suitable for small businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|meta-small|PeopleGoal", "prompt": "c167-s1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "PeopleGoal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include ThriveSparrow, 15Five, and PeopleGoal, which are also suitable for small businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|meta-small|Workleap Officevibe", "prompt": "c167-s1", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Workleap Officevibe is another option that offers simple manager-level pulse feedback for small and mid-sized teams."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|minimax-small|15Five", "prompt": "c167-s1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**15Five** (Best Overall for Small B2B)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|minimax-small|ThriveSparrow", "prompt": "c167-s1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **15Five** or **ThriveSparrow**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|minimax-small|FeedbackPulse", "prompt": "c167-s1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FeedbackPulse** (Best Value for Small Teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|minimax-small|Culture Amp", "prompt": "c167-s1", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Culture Amp** (Best for Data-Driven B2B)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|mistral-small|Workleap Officevibe", "prompt": "c167-s1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Workleap Officevibe** and **FeedbackPulse** are the top choices"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|mistral-small|FeedbackPulse", "prompt": "c167-s1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workleap Officevibe** and **FeedbackPulse** are the top choices due to their ease of use, affordability, and focus on small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|mistral-small|15Five", "prompt": "c167-s1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**15Five** is also worth considering if you want to tie engagement feedback to ongoing manager routines."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|mistral-small|Zoho Survey", "prompt": "c167-s1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Zoho Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is a major concern, **Zoho Survey** is a good starting point."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|mistral-small|CultureMonkey", "prompt": "c167-s1", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CultureMonkey when a small team wants a full listening suite"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|moonshot-small|Workleap Officevibe", "prompt": "c167-s1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies (under 50 employees), I'd suggest starting with **Workleap Officevibe** or **15Five**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|moonshot-small|15Five", "prompt": "c167-s1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Workleap Officevibe** or **15Five**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|moonshot-small|ThriveSparrow", "prompt": "c167-s1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Small businesses wanting self-serve pricing without sales calls ... Cons: Newer platform with smaller integration ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|moonshot-small|Culture Amp", "prompt": "c167-s1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid platforms with high minimums (Culture Amp, Lattice) if under 50 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|moonshot-small|Lattice", "prompt": "c167-s1", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Annual minimums make it expensive for very small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|openai-small|SurveySparrow", "prompt": "c167-s1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "SurveySparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one \"best overall\" for a small B2B team**, I'd lean toward **SurveySparrow**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|openai-small|Jotform", "prompt": "c167-s1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Jotform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best budget/flexible surveys:** Jotform"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|openai-small|Bonusly", "prompt": "c167-s1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for recognition-led engagement:** Bonusly"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|openai-small|15Five", "prompt": "c167-s1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for deeper manager/performance workflows:** 15Five or Betterworks"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|openai-small|Betterworks", "prompt": "c167-s1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for deeper manager/performance workflows:** 15Five or Betterworks"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|openai-small|Flex Surveys", "prompt": "c167-s1", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Flex Surveys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best if you want a fully managed survey program:** Flex Surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|xai-small|Workleap Officevibe", "prompt": "c167-s1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workleap Officevibe (Top Pick for Most Small Teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|xai-small|15Five", "prompt": "c167-s1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for small growing teams needing surveys + performance"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|xai-small|TINYpulse", "prompt": "c167-s1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "TINYpulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Quick sentiment pulses, anonymous feedback for small teams. Simple and cheap"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|xai-small|ThriveSparrow", "prompt": "c167-s1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "or alternatives like ThriveSparrow/Assembly"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|xai-small|Assembly", "prompt": "c167-s1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Assembly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or alternatives like ThriveSparrow/Assembly"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|xai-small|Lattice", "prompt": "c167-s1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notables: Lattice/Engagedly (if needing full performance suite, ~$8+)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|xai-small|Engagedly", "prompt": "c167-s1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lattice/Engagedly (if needing full performance suite, ~$8+)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|xai-small|BambooHR", "prompt": "c167-s1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BambooHR (if you use their HRIS, add-on engagement)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|xai-small|Connecteam", "prompt": "c167-s1", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Connecteam (deskless teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|zai-small|Workleap (Officevibe)", "prompt": "c167-s1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "Workleap (Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best Overall: Workleap (Officevibe)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|zai-small|FeedbackPulse", "prompt": "c167-s1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Best All-in-One: FeedbackPulse"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s1|zai-small|SurveyMonkey", "prompt": "c167-s1", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "direct", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Best for Customization: SurveyMonkey"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|alibaba-small|TINYpulse", "prompt": "c167-s2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "TINYpulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Pure-Pulse Tool: TINYpulse ... This is the industry standard for companies that want a dedicated \"pulse\" tool"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|alibaba-small|Officevibe", "prompt": "c167-s2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your small business doesn't have a dedicated HR manager and needs guidance on how to act on feedback, Officevibe is the best option."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|alibaba-small|Lattice", "prompt": "c167-s2", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best All-in-One Growth Tool: Lattice ... Higher entry price"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|challenger-small|Workleap (formerly Officevibe)", "prompt": "c167-s2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workleap (formerly Officevibe)** as the default choice"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|challenger-small|FeedbackPulse", "prompt": "c167-s2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FeedbackPulse** is the strongest alternative from the results"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|challenger-small|Jotform", "prompt": "c167-s2", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Jotform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a **no-code** option and already value flexibility over deeper people-analytics features"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|deepseek-small|Workleap (Officevibe)", "prompt": "c167-s2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap (Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation:** Start with **Workleap (Officevibe)** — use the free plan to pilot it"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|deepseek-small|15Five", "prompt": "c167-s2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want manager check-ins alongside pulse"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|deepseek-small|Leapsome", "prompt": "c167-s2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want an all-in-one people platform"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|deepseek-small|Google Forms", "prompt": "c167-s2", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Google Forms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "or even a simple option like Google Forms to start, before investing in a dedicated tool"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|google-small|Pulsy (by BuddiesHR)", "prompt": "c167-s2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Pulsy (by BuddiesHR)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Teams Who \"Live\" in Slack or MS Teams: **Pulsy (by BuddiesHR)** or **Matter**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|google-small|Matter", "prompt": "c167-s2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Frictionless setup & maximum response rate** | **Pulsy** or **Matter**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|google-small|Workleap Officevibe", "prompt": "c167-s2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Officevibe (by Workleap) is the industry gold standard for small-to-medium businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|google-small|15Five", "prompt": "c167-s2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a pulse tool that doesn't just collect data, but actively helps managers run better 1-on-1 meetings, 15Five is the best choice."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|google-small|FeedbackPulse", "prompt": "c167-s2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Dedicated Tool on a Budget: **FeedbackPulse**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|google-small|Google Forms", "prompt": "c167-s2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Google Forms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Many small businesses start with free forms (like Google Forms or Jotform) but outgrow them"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|google-small|Jotform", "prompt": "c167-s2", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Jotform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "start with free forms (like Google Forms or Jotform) but outgrow them when they realize they have to manually build dashboards"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|meta-small|FeedbackPulse", "prompt": "c167-s2", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FeedbackPulse - Best for small to mid-sized teams (10-500 employees) that want recurring pulse surveys, eNPS, and the rest of the feedback loop in one focused tool"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|meta-small|Culture Amp", "prompt": "c167-s2", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Culture Amp - Best for mid-market benchmarking."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|meta-small|CultureMonkey", "prompt": "c167-s2", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CultureMonkey - Best for enterprises with global and distributed teams."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|meta-small|Jotform", "prompt": "c167-s2", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Jotform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Jotform - Best no-code option for SMB and mid-market."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|meta-small|Workleap (formerly Officevibe)", "prompt": "c167-s2", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consistently recommended for small to mid-size US businesses. It is affordable, simple to set up"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|minimax-small|FeedbackPulse", "prompt": "c167-s2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **FeedbackPulse** or **15Five** — both offer strong value"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|minimax-small|15Five", "prompt": "c167-s2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **FeedbackPulse** or **15Five** — both offer strong value"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|minimax-small|Workleap (formerly Officevibe)", "prompt": "c167-s2", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workleap (formerly Officevibe)** — Best for Pulse-Only Focus"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|mistral-small|Workleap (formerly Officevibe)", "prompt": "c167-s2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Workleap (formerly Officevibe)** as the best employee pulse survey tool"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|mistral-small|CultureMonkey", "prompt": "c167-s2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CultureMonkey** and **Jotform** are also worth considering"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|mistral-small|Jotform", "prompt": "c167-s2", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Jotform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CultureMonkey** and **Jotform** are also worth considering"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|moonshot-small|Workleap (formerly Officevibe)", "prompt": "c167-s2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small B2B Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|moonshot-small|FeedbackPulse", "prompt": "c167-s2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **FeedbackPulse** if you have 10-50 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|moonshot-small|Jotform", "prompt": "c167-s2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Jotform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best No-Code Budget Option"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|moonshot-small|Culture Amp", "prompt": "c167-s2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Both avoid the enterprise pricing and complexity that larger tools like Culture Amp or Qualtrics require."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|moonshot-small|Qualtrics", "prompt": "c167-s2", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Qualtrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Both avoid the enterprise pricing and complexity that larger tools like Culture Amp or Qualtrics require."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|openai-small|Officevibe", "prompt": "c167-s2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a small B2B company:** **Officevibe**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|openai-small|Culture Amp", "prompt": "c167-s2", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want more advanced people analytics and are willing to pay more:** **Culture Amp**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|xai-small|15Five", "prompt": "c167-s2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend 15Five's Engage plan as the top employee pulse survey tool."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|xai-small|Workleap Officevibe", "prompt": "c167-s2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workleap Officevibe | ~$5/user/mo ($50/mo min) | Yes (10+ employees) ... Minimum fee hits micro-teams harder"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|xai-small|TINYpulse", "prompt": "c167-s2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "TINYpulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple weekly \"heartbeat,\" cheers/recognition | Less flexible pricing transparency"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|xai-small|Jotform", "prompt": "c167-s2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Jotform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Basic analytics; not pulse-specific"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|xai-small|Google Forms", "prompt": "c167-s2", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Google Forms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "start with Google Forms + Sheets for free, but upgrade to 15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|zai-small|Workleap Officevibe", "prompt": "c167-s2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Workleap Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### Top Recommendation: Workleap Officevibe"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|zai-small|TINYpulse", "prompt": "c167-s2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "TINYpulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You want the simplest possible pulse: one question per week, automated, minimal configuration."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|zai-small|Matter", "prompt": "c167-s2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You want a fully self‑serve, affordable solution with no hidden sales calls."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|zai-small|FeedbackPulse", "prompt": "c167-s2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You need a dedicated pulse + eNPS + lifecycle surveys in one workflow."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|zai-small|Jotform", "prompt": "c167-s2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "Jotform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You prefer a no‑code, DIY approach"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s2|zai-small|SurveySparrow", "prompt": "c167-s2", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "paraphrase", "raw": "SurveySparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You want a conversational, chat‑like experience to boost response rates."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|alibaba-small|Assembly", "prompt": "c167-s3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Assembly** (if you use Slack) or **Bonusly** (if you want a free entry point)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|alibaba-small|Bonusly", "prompt": "c167-s3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Assembly** (if you use Slack) or **Bonusly** (if you want a free entry point)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|alibaba-small|Officevibe (by Workleap)", "prompt": "c167-s3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Officevibe (by Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are trying to diagnose *why* employees are disengaged, look at **Officevibe** first."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|alibaba-small|15Five", "prompt": "c167-s3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It bridges the gap between engagement and **performance management**."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|alibaba-small|BambooHR", "prompt": "c167-s3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It is an **operational backbone**."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|alibaba-small|Lattice", "prompt": "c167-s3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong focus on continuous performance reviews, career development goals, and 360-degree feedback."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|alibaba-small|ThriveSparrow", "prompt": "c167-s3", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Very popular for **wellness and mental health** initiatives"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|anthropic-small|Workleap/Officevibe", "prompt": "c167-s3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workleap/Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workleap/Officevibe** is best for small to mid-market teams focused on pulse surveys, manager enablement and recognition."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|anthropic-small|Leapsome", "prompt": "c167-s3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "designed for mid-market organizations wanting an integrated platform for performance, learning, goals and engagement"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|anthropic-small|Connecteam", "prompt": "c167-s3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "suited for small and mid-sized organizations in sectors such as construction, hospitality, retail..."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|anthropic-small|Bitrix24", "prompt": "c167-s3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bitrix24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "combines a social intranet, project and task management, team chat and video, document management, and a built-in CRM in one product, with a genuinely free tier"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|anthropic-small|Lemlist", "prompt": "c167-s3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lemlist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Lemlist** is a cold email and LinkedIn sequencing platform designed for small teams and agencies"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|anthropic-small|Apollo", "prompt": "c167-s3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Apollo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Apollo** and **Reply** work for prosumer use cases"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|anthropic-small|Reply", "prompt": "c167-s3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Reply", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Apollo** and **Reply** work for prosumer use cases"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|anthropic-small|Outreach", "prompt": "c167-s3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Outreach and Salesloft are over-engineered for lean teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|anthropic-small|Salesloft", "prompt": "c167-s3", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Salesloft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Outreach and Salesloft are over-engineered for lean teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|challenger-small|Matter", "prompt": "c167-s3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Matter** if your team lives in **Slack or Teams** and you want the easiest all-in-one rollout."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|challenger-small|Bonusly", "prompt": "c167-s3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bonusly** if your main goal is **daily peer recognition** and cultural momentum."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|challenger-small|Workleap Officevibe", "prompt": "c167-s3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workleap Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Workleap Officevibe** if you want **simple surveys and manager insights** without complexity."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|challenger-small|15Five", "prompt": "c167-s3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**15Five** if you want **engagement tied to manager coaching and performance management**."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|challenger-small|Connecteam", "prompt": "c167-s3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Connecteam** if your team is **frontline, mobile, or deskless**."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|challenger-small|Assembly", "prompt": "c167-s3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Small teams that want a simple recognition layer"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|challenger-small|Nectar", "prompt": "c167-s3", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SMBs that want an all-in-one recognition habit tool"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|deepseek-small|Officevibe", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workleap Officevibe — best for office/hybrid teams focused on measurement"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|deepseek-small|Culture Amp", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools like Lattice, Culture Amp, and Leapsome carry **$4,000+ annual minimums**, making them overkill under ~75 people."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|deepseek-small|Quantum Workplace", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Quantum Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Officevibe, Culture Amp, Quantum Workplace"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|deepseek-small|Bonusly", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bonusly — best for peer recognition and fast adoption"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|deepseek-small|Matter", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Matter — best for teams already on Slack/Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|deepseek-small|Connecteam", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Connecteam — best for frontline/deskless teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|deepseek-small|Motivosity", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bonusly, Matter, Connecteam, Motivosity"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|deepseek-small|15Five", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Full suites (15Five, Lattice) combine both but at significantly higher cost."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|deepseek-small|Lattice", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Tools like Lattice, Culture Amp, and Leapsome carry **$4,000+ annual minimums**, making them overkill under ~75 people."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|deepseek-small|WorkTango", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "WorkTango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "15Five, Lattice, WorkTango"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|deepseek-small|Assembly", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Assembly — best lightweight all-in-one"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|deepseek-small|BambooHR", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Not worth buying on its own."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|deepseek-small|Leapsome", "prompt": "c167-s3", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Tools like Lattice, Culture Amp, and Leapsome carry **$4,000+ annual minimums**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|google-small|Bonusly", "prompt": "c167-s3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your team's main goal is to build a culture of appreciation and boost morale through positive reinforcement, Bonusly is the industry standard."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|google-small|Teamflect", "prompt": "c167-s3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For small teams that live inside the Microsoft 365 ecosystem, Teamflect is a highly efficient choice."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|google-small|15Five", "prompt": "c167-s3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "15Five is a premier performance-hybrid tool."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|google-small|Small Improvements", "prompt": "c167-s3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small Improvements is a strong alternative."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|google-small|Lattice", "prompt": "c167-s3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "It strips away the enterprise-heavy complexity found in competitors like Lattice or Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|google-small|Workday", "prompt": "c167-s3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "enterprise-heavy complexity found in competitors like Lattice or Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|google-small|Workleap (formerly Officevibe)", "prompt": "c167-s3", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workleap (formerly Officevibe)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "starting packages for formalized contracts can be relatively expensive (often scaling to annual minimums like $4,999/year), making it better for funded startups rather than bootstrapped teams."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|meta-small|Enalyzer", "prompt": "c167-s3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Enalyzer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top engagement platforms for small teams include Enalyzer, Assembly, and BambooHR."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|meta-small|Assembly", "prompt": "c167-s3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Assembly is a lightweight, easy-to-use platform that helps small to midsize teams build a habit of peer recognition"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|meta-small|BambooHR", "prompt": "c167-s3", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BambooHR is an HR platform that supports core people management and engagement functions."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|minimax-small|Connecteam", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Connecteam** ... **Why it stands out:** Particularly strong for remote or hybrid small teams needing mobile engagement tools"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|minimax-small|15Five", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Teams wanting simplicity:** 15Five or Bonusly"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|minimax-small|BambooHR", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Teams needing HR features:** BambooHR or Factorial"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|minimax-small|Factorial", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** SMBs wanting HR + engagement"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|minimax-small|Bonusly", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Very small teams (<10):** Bitrix24 (free) or Bonusly (affordable recognition)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|minimax-small|Bitrix24", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bitrix24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Why it stands out:** Free plan ideal for very small teams; comprehensive suite"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|minimax-small|Lattice", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Performance + engagement integration"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|minimax-small|Culture Amp", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Why it stands out:** Strong benchmarking and diversity/inclusion analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|minimax-small|Officevibe", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Culture Amp, Officevibe, Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|minimax-small|Leapsome", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Culture Amp, Officevibe, Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|minimax-small|Nectar", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Bonusly, Nectar, Kudos"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|minimax-small|Kudos", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Kudos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Bonusly, Nectar, Kudos"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|minimax-small|WorkTango", "prompt": "c167-s3", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "WorkTango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "15Five, Lattice, WorkTango"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|mistral-small|Matter", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Focuses on peer recognition and feedback, designed to be lightweight and easy to use for startups and small businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|mistral-small|Assembly", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Emphasizes peer recognition and habit-building within small to midsize teams, especially for those with tighter budgets."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|mistral-small|Connecteam", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "designed with simplicity in mind, requiring minimal training and offering intuitive interfaces"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|mistral-small|Applauz", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Applauz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Positioned as an all-in-one recognition and engagement tool for small to mid-sized teams."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|mistral-small|Officevibe", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "simple pulse surveys (Officevibe)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|mistral-small|15Five", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a full suite that includes performance management (15Five, Lattice)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|mistral-small|Lattice", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Provides a full suite including engagement surveys, performance reviews, and OKRs, suitable for growing teams."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|mistral-small|Culture Amp", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong on analytics and benchmarking, ideal for teams that want data-driven insights."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|mistral-small|Bonusly", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "regular feedback and recognition (Matter, Assembly, Bonusly)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|mistral-small|Nectar", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Another recognition-focused platform with integration options for small teams."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|mistral-small|Quantum Workplace", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Quantum Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Officevibe, Culture Amp, Quantum Workplace, Leapsome focus on running surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|mistral-small|Leapsome", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Leapsome focus on running surveys and scoring engagement"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|mistral-small|Motivosity", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Motivosity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Motivosity, Matter, Assembly emphasize peer recognition and team communication"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|mistral-small|WorkTango", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "WorkTango", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "some (e.g., WorkTango) are better suited for larger organizations due to pricing and complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|mistral-small|Vantage Circle", "prompt": "c167-s3", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Vantage Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "WorkTango, Vantage Circle offer both engagement and performance management features"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|moonshot-small|Bonusly", "prompt": "c167-s3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for:** Recognition-first programs"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|moonshot-small|ThriveSparrow", "prompt": "c167-s3", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "combines engagement surveys + recognition + performance management"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|openai-small|15Five", "prompt": "c167-s3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose **15Five or Small Improvements** if you want manager habits and check-ins"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|openai-small|Lattice", "prompt": "c167-s3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for **small-to-mid teams that want engagement plus performance management**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|openai-small|Culture Amp", "prompt": "c167-s3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "choose **Culture Amp** if you want serious survey/engagement analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|openai-small|Kudoboard", "prompt": "c167-s3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Kudoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "choose **Matter/Kudoboard** if you want morale and recognition"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|openai-small|Matter", "prompt": "c167-s3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "choose **Matter/Kudoboard** if you want morale and recognition"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|openai-small|Staffbase", "prompt": "c167-s3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Staffbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These are usually overkill for a very small office-only team."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|openai-small|Firstup", "prompt": "c167-s3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Firstup", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "These are usually overkill for a very small office-only team."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|openai-small|Small Improvements", "prompt": "c167-s3", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "choose **15Five or Small Improvements** if you want manager habits and check-ins"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|xai-small|HubSpot", "prompt": "c167-s3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Customer engagement platforms (e.g., HubSpot, Intercom) exist but often suit marketing/sales teams more than general \"small teams.\""}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|xai-small|Intercom", "prompt": "c167-s3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Customer engagement platforms (e.g., HubSpot, Intercom) exist but often suit marketing/sales teams more"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|xai-small|Assembly", "prompt": "c167-s3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Assembly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "### 1. **Assembly** - **Best for**: Lightweight peer recognition on a budget; startups/remote teams."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|xai-small|Bonusly", "prompt": "c167-s3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fast peer recognition with gamification; small hybrid teams."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|xai-small|Workleap Officevibe", "prompt": "c167-s3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pulse surveys and manager insights; low-admin remote/hybrid setups."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|xai-small|15Five", "prompt": "c167-s3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Check-ins tied to goals/OKRs; growing teams needing performance links."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|xai-small|Connecteam", "prompt": "c167-s3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Frontline/small ops teams; all-in-one comms + engagement."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|xai-small|Matter", "prompt": "c167-s3", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Matter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "(or Matter for Slack-native)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|zai-small|Officevibe (formerly Workleap)", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Officevibe (formerly Workleap)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Want surveys & insights:** Try Officevibe"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|zai-small|Bonusly", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**On a tight budget:** Start with Bonusly or Nectar for recognition"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|zai-small|15Five", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need manager check-ins:** Choose 15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|zai-small|Lattice", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caveat:** Has $4,000+ annual minimum, which may be expensive for very small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|zai-small|Mentimeter", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Mentimeter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Want interactive team meetings:** Use Mentimeter"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|zai-small|Nectar", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Nectar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Start with Bonusly or Nectar for recognition"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s3|zai-small|Culture Amp", "prompt": "c167-s3", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Ongoing pulse surveys** → Officevibe, Culture Amp"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|alibaba-small|FeedbackPulse", "prompt": "c167-s4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small Teams: FeedbackPulse or Officevibe (Workleap)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|alibaba-small|Officevibe (Workleap)", "prompt": "c167-s4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe (Workleap)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall for Small Teams: FeedbackPulse or Officevibe (Workleap)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|alibaba-small|Google Forms", "prompt": "c167-s4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with Google Forms or SurveyMonkey if your budget is near zero"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|alibaba-small|SurveyMonkey", "prompt": "c167-s4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with Google Forms or SurveyMonkey if your budget is near zero"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|alibaba-small|Engageplan", "prompt": "c167-s4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Engageplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "~$4/user/month | Affordable all-in-one with benchmarks and heat maps"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|alibaba-small|StaffHero", "prompt": "c167-s4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "StaffHero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider StaffHero or Arenevo if you prefer predictable flat pricing as you grow."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|alibaba-small|Arenevo", "prompt": "c167-s4", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Arenevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider StaffHero or Arenevo if you prefer predictable flat pricing as you grow."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|anthropic-small|ThriveSparrow", "prompt": "c167-s4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Budget-friendly options costing $3-5/employee/month include ThriveSparrow, Officevibe, and 15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|anthropic-small|Officevibe", "prompt": "c167-s4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TINYpulse/Officevibe is the right choice if you are a small team running your first structured feedback habit"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|anthropic-small|15Five", "prompt": "c167-s4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "15Five for feedback tied to manager routines"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|anthropic-small|Zoho Survey", "prompt": "c167-s4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Zoho Survey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Zoho Survey is the best employee engagement survey vendor for budget-conscious teams already working in the Zoho ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|anthropic-small|Assembly", "prompt": "c167-s4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you're an SMB looking for a flexible and budget-friendly employee engagement platform, Assembly is worth checking out"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|anthropic-small|CultureMonkey", "prompt": "c167-s4", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "CultureMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "CultureMonkey when a small team wants a full listening suite that rolls out fast without an analyst"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|challenger-small|SurveyMonkey", "prompt": "c167-s4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SurveyMonkey** is the most practical default choice if you mainly need a simple, low-cost employee survey tool"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|challenger-small|Workleap Officevibe", "prompt": "c167-s4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Officevibe** is the safest recommendation for a small budget"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|challenger-small|FeedbackPulse", "prompt": "c167-s4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FeedbackPulse listed at **$4/user/month** with a free tier for up to 10 users"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|challenger-small|Connecteam", "prompt": "c167-s4", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Starts at **$29/month** for the first 30 users, but it is not as survey-specialized."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|deepseek-small|Matter", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 Matter — Best free option ... Free Forever plan: unlimited surveys, no credit card required"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|deepseek-small|Workleap (Officevibe)", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap (Officevibe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Workleap (Officevibe) — Best for pulse surveys & eNPS"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|deepseek-small|FeedbackPulse", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "🥉 FeedbackPulse — Best all-in-one for teams under ~200"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|deepseek-small|SurveyMonkey", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "cheapest if you *already* use them elsewhere"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|deepseek-small|QuestionPro", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "QuestionPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "QuestionPro has a free tier (surveys start ~$99/mo for advanced)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|deepseek-small|Google Forms + Looker Studio (or Sheets)", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms + Looker Studio (or Sheets)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**$0** if you're okay building your own reports; ideal for very small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|deepseek-small|Bonusly", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free tools to check: Bonusly (free up to 8 users)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|deepseek-small|Connecteam", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Connecteam (free up to 10 users)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|deepseek-small|15Five", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free tools to check: ... 15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|deepseek-small|SurveySparrow", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveySparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Free tools to check: ... SurveySparrow"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|deepseek-small|Culture Amp", "prompt": "c167-s4", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "saves ~64-73% vs. Culture Amp at these sizes"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|google-small|Teamflect", "prompt": "c167-s4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you use Microsoft 365: Start with **Teamflect's free tier**. It requires no new login credentials for your employees and is highly affordable"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|google-small|Workleap Officevibe", "prompt": "c167-s4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you use Slack and want autopilot surveys:** Try **Workleap Officevibe's free tier**. It\\u2019s the easiest way to establish a recurring pulse survey cadence."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|google-small|ThriveSparrow", "prompt": "c167-s4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want cheap, robust analytics:** Choose **ThriveSparrow** (at $3/user)."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|google-small|15Five", "prompt": "c167-s4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want one affordable tool to handle both engagement and basic performance management, this is a strong choice."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|google-small|Connecteam", "prompt": "c167-s4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your team does not sit at desks:** Go with **Connecteam**."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|google-small|Google Forms / Microsoft Forms + Excel", "prompt": "c167-s4", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms / Microsoft Forms + Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "*Anonymity is hard to build trust around.* ... *Heavy manual labor.*"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|meta-small|FeedbackPulse", "prompt": "c167-s4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee engagement survey platform for a small company with a tight budget is FeedbackPulse or Workleap."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|meta-small|Workleap", "prompt": "c167-s4", "model": "meta-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Workleap (Officevibe) is another budget-friendly option that offers simple automated pulse surveys with low setup friction."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|minimax-small|Officevibe (Workleap)", "prompt": "c167-s4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe (Workleap)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Officevibe seems to offer the best balance of features and affordability for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|minimax-small|FormGrid", "prompt": "c167-s4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FormGrid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "FormGrid or Tally if you want completely free and simple survey functionality"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|minimax-small|Tally", "prompt": "c167-s4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Tally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FormGrid or Tally if you want completely free and simple survey functionality"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|minimax-small|Arenevo", "prompt": "c167-s4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Arenevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Arenevo if you prefer flat-rate pricing and want AI-assisted features"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|minimax-small|Pebb", "prompt": "c167-s4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Pebb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Excellent for small businesses with distributed or deskless teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|minimax-small|CultureMonkey", "prompt": "c167-s4", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "CultureMonkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget tier available - Large library of pre-built question templates"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|mistral-small|FeedbackPulse", "prompt": "c167-s4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best employee engagement survey platforms are **FeedbackPulse** and **Officevibe**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|mistral-small|Officevibe", "prompt": "c167-s4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best employee engagement survey platforms are **FeedbackPulse** and **Officevibe**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|mistral-small|Google Forms", "prompt": "c167-s4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they lack the built-in analytics and anonymity features of dedicated platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|mistral-small|SurveyMonkey", "prompt": "c167-s4", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they lack the built-in analytics and anonymity features of dedicated platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|moonshot-small|Google Forms", "prompt": "c167-s4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cons: No built-in anonymity features, manual analysis required, no engagement-specific templates"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|moonshot-small|Matter", "prompt": "c167-s4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Matter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best balance of features & price** | Matter Basic ($1/user/month)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|moonshot-small|FeedbackPulse", "prompt": "c167-s4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free + built for employee engagement | Matter or FeedbackPulse (free tier)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|moonshot-small|Officevibe (Workleap)", "prompt": "c167-s4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe (Workleap)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Lightweight recurring pulse surveys and eNPS tracking - Note: Costs scale with headcount"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|moonshot-small|Arenevo", "prompt": "c167-s4", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Arenevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Under $10/month total cost** | Arenevo (flat rate)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|openai-small|Google Forms", "prompt": "c167-s4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually start with **Google Forms or Microsoft Forms** if you mainly need basic employee engagement surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|openai-small|Microsoft Forms", "prompt": "c167-s4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Microsoft Forms", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tightest budget:** **Google Forms** or **Microsoft Forms**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|openai-small|Matter", "prompt": "c167-s4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"real\" engagement platform on a budget:** **Matter**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|openai-small|Bonusly", "prompt": "c167-s4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong if you want recognition-driven engagement, with a free-plan entry point for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|openai-small|15Five", "prompt": "c167-s4", "model": "openai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically more of a step up in cost than the truly free/basic options"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|xai-small|FeedbackPulse", "prompt": "c167-s4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FeedbackPulse stands out as the top employee engagement survey platform"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|xai-small|Google Forms + Looker Studio", "prompt": "c167-s4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Google Forms + Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free (with Google Workspace) | Ultra-tight budgets, DIY setup"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|xai-small|Workleap Officevibe", "prompt": "c167-s4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Workleap Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "\"Best pulse-only affordable\" for small teams; easy recurring surveys."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|xai-small|SurveyMonkey", "prompt": "c167-s4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "SurveyMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you already use it; solid anonymity/analytics."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|xai-small|Jotform", "prompt": "c167-s4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Jotform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Response caps; less engagement-specific"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|xai-small|15Five", "prompt": "c167-s4", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Great for manager follow-up; SMB discounts."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|zai-small|FeedbackPulse", "prompt": "c167-s4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best for Teams Under 10 People: **FeedbackPulse** ... this is your best option."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|zai-small|StaffHero", "prompt": "c167-s4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "StaffHero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Value for 10–50 Employees: **StaffHero** ... the most budget-friendly option because of its **flat pricing model**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|zai-small|Officevibe (Workleap)", "prompt": "c167-s4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Officevibe (Workleap)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best All-Rounder: **Officevibe (Workleap)** ... this is the industry standard for small businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|zai-small|Culture Amp", "prompt": "c167-s4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is less \"heavy\" than tools like Culture Amp but offers enough depth for a growing small business."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s4|zai-small|Zoho Survey", "prompt": "c167-s4", "model": "zai-small", "cat": "employee-engagement-surveys", "variant": "budget", "raw": "Zoho Survey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Zoho Survey** | DIY Surveys | $0–$20/mo | Yes (Basic) | Free if you don't need a full platform. |"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|alibaba-small|Google Form", "prompt": "c167-s5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Google Form", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You are likely too large for a simple Google Form or Typeform"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|alibaba-small|Typeform", "prompt": "c167-s5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Typeform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You are likely too large for a simple Google Form or Typeform"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|alibaba-small|SAP SuccessFactors", "prompt": "c167-s5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "possibly too small for massive enterprise suites like SAP SuccessFactors"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|alibaba-small|TINYpulse", "prompt": "c167-s5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "TINYpulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some vendors (like TINYpulse or Pymetrics) offer lower monthly rates for under 50 users"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|alibaba-small|Pymetrics", "prompt": "c167-s5", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Pymetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some vendors (like TINYpulse or Pymetrics) offer lower monthly rates for under 50 users"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|deepseek-small|Lattice", "prompt": "c167-s5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "$4/seat/mo but **$4,000 annual minimum** | Overpays (~$11/seat effective)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|deepseek-small|15Five", "prompt": "c167-s5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Look at Workleap, FeedbackPulse, 15Five, or SurveyMonkey-style lightweight tools first."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|deepseek-small|Workleap/Officevibe", "prompt": "c167-s5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workleap/Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flat **~$4,999–$11,999/yr** | High for your size ... Look at Workleap, FeedbackPulse, 15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|deepseek-small|Quantum Workplace", "prompt": "c167-s5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Quantum Workplace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**$15,000 min contract** | Skip"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|deepseek-small|Connecteam", "prompt": "c167-s5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "~$29/mo per 30-user block | Cheap for you"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|deepseek-small|SurveyMonkey", "prompt": "c167-s5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "SurveyMonkey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "SurveyMonkey / FeedbackPulse / small-vendor tools | Per-seat or flat, often free tiers up to 10–50 | Best fit"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|deepseek-small|FeedbackPulse", "prompt": "c167-s5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Look at Workleap, FeedbackPulse, 15Five, or SurveyMonkey-style lightweight tools first."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|deepseek-small|Culture Amp", "prompt": "c167-s5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "At 30 people, you almost certainly don't need Culture Amp or Qualtrics (enterprise-class, quote-only, expensive)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|deepseek-small|Qualtrics", "prompt": "c167-s5", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Qualtrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "you almost certainly don't need Culture Amp or Qualtrics (enterprise-class, quote-only, expensive)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|google-small|Culture Amp", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many famous engagement platforms (like Culture Amp, Lattice, or Workday Peakon) are built for enterprise clients. They often require a minimum of 50 to 100 seats"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|google-small|Lattice", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "built for enterprise clients. They often require a minimum of 50 to 100 seats, charge high upfront setup fees"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|google-small|Workday Peakon", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workday Peakon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "built for enterprise clients. They often require a minimum of 50 to 100 seats"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|google-small|Google Forms", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Google Forms", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Free tools like Google Forms or Jotform are highly susceptible to privacy leaks... Avoid these"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|google-small|Jotform", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Jotform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Free tools like Google Forms or Jotform are highly susceptible to privacy leaks... Avoid these"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|google-small|Workleap Officevibe", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Workleap Officevibe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Highly recommended for small-to-midsize businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|google-small|StaffHero", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "StaffHero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Built specifically for founders of teams with 25 to 100 employees."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|google-small|ThriveSparrow", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A newer, highly intuitive platform with lightweight pulse surveys, AI-driven sentiment analysis"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|google-small|15Five", "prompt": "c167-s5", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "15Five is great for small teams that also want to structure their weekly manager 1-on-1s"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|minimax-small|FeedbackPulse", "prompt": "c167-s5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "FeedbackPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "platforms like **FeedbackPulse**, **Assembly**, **Matter**, or **Connecteam** are often good fits"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|minimax-small|Assembly", "prompt": "c167-s5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Assembly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "platforms like **FeedbackPulse**, **Assembly**, **Matter**, or **Connecteam** are often good fits"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|minimax-small|Matter", "prompt": "c167-s5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Matter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "platforms like **FeedbackPulse**, **Assembly**, **Matter**, or **Connecteam** are often good fits"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|minimax-small|Connecteam", "prompt": "c167-s5", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "platforms like **FeedbackPulse**, **Assembly**, **Matter**, or **Connecteam** are often good fits"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|mistral-small|Officevibe", "prompt": "c167-s5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Officevibe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–5 platforms based on your needs (e.g., Officevibe, Culture Amp, 15Five, Limeade, Glint, Peakon, Leapsome)."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|mistral-small|Culture Amp", "prompt": "c167-s5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Officevibe, Culture Amp, 15Five, Limeade, Glint, Peakon, Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|mistral-small|15Five", "prompt": "c167-s5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Officevibe, Culture Amp, 15Five, Limeade, Glint, Peakon, Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|mistral-small|Limeade", "prompt": "c167-s5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Limeade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Officevibe, Culture Amp, 15Five, Limeade, Glint, Peakon, Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|mistral-small|Glint", "prompt": "c167-s5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Glint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Officevibe, Culture Amp, 15Five, Limeade, Glint, Peakon, Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|mistral-small|Peakon", "prompt": "c167-s5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Peakon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Officevibe, Culture Amp, 15Five, Limeade, Glint, Peakon, Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|mistral-small|Leapsome", "prompt": "c167-s5", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., Officevibe, Culture Amp, 15Five, Limeade, Glint, Peakon, Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|moonshot-small|Officevibe (Workleap)", "prompt": "c167-s5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Officevibe (Workleap)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Officevibe (Workleap)** | ~$3.50/person/month | Lightweight pulse surveys, hybrid teams |"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|moonshot-small|FeedbackPulse", "prompt": "c167-s5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "FeedbackPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **FeedbackPulse** | ~$4/person/month | SMBs wanting surveys + performance reviews |"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|moonshot-small|15Five", "prompt": "c167-s5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **15Five** | Mid-range per seat | Bundled engagement + 1:1s + performance reviews |"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|moonshot-small|Connecteam", "prompt": "c167-s5", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Connecteam** | ~$35/month for 30 users | Frontline/deskless workers |"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|xai-small|FeedbackPulse", "prompt": "c167-s5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "FeedbackPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FeedbackPulse starting at ~$4/user/mo ... FeedbackPulse excels for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|xai-small|Factorial", "prompt": "c167-s5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Factorial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Factorial at ~$8/user/mo"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|xai-small|BambooHR", "prompt": "c167-s5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BambooHR at ~$10/user/mo) often shine here"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|xai-small|Lattice", "prompt": "c167-s5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lattice/15Five (action-focused)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|xai-small|Culture Amp", "prompt": "c167-s5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Culture Amp (research-backed)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|xai-small|15Five", "prompt": "c167-s5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lattice/15Five (action-focused)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s5|xai-small|Eletive", "prompt": "c167-s5", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "scale", "raw": "Eletive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "budget picks like FeedbackPulse/Eletive"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|alibaba-small|Hootsuite", "prompt": "c167-s6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Hootsuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Hootsuite has become expensive relative to its feature set compared to newer competitors"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|alibaba-small|Buffer", "prompt": "c167-s6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Buffer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You can often find similar scheduling capabilities for significantly less money using tools like **Buffer**, **Later**, or **Vista Social**."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|alibaba-small|Later", "prompt": "c167-s6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Later", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "similar scheduling capabilities for significantly less money using tools like **Buffer**, **Later**, or **Vista Social**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|alibaba-small|Vista Social", "prompt": "c167-s6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Vista Social", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "similar scheduling capabilities for significantly less money using tools like **Buffer**, **Later**, or **Vista Social**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|alibaba-small|Sprout Social", "prompt": "c167-s6", "model": "alibaba-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Sprout Social", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often overkill for a solopreneur or a team of three, making it a poor return on investment for early-stage businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|anthropic-small|Salesloft", "prompt": "c167-s6", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Salesloft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade tools like Salesloft and Outreach require dedicated admins and 25-seat minimums, making them poor fits for teams under 10 reps."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|anthropic-small|Outreach", "prompt": "c167-s6", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-grade tools like Salesloft and Outreach require dedicated admins and 25-seat minimums, making them poor fits for teams under 10 reps."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|anthropic-small|Braze", "prompt": "c167-s6", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Braze", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Braze should be avoided by small teams or local businesses that prioritize fast time to value, low engineering cost, and transparent per message pricing."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|anthropic-small|Salesforce Service Cloud", "prompt": "c167-s6", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the cost is real, in both senses for smaller organizations, as it's designed for enterprise-scale service organizations."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|anthropic-small|TikTok", "prompt": "c167-s6", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "TikTok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "TikTok has been identified as a potential cyber risk to the United States due to the location of its parent company and data backups."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|anthropic-small|Klenty", "prompt": "c167-s6", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Klenty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "For small businesses and startups, Klenty, Reply, and Mailshake are the strongest picks"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|anthropic-small|Reply", "prompt": "c167-s6", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Reply", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Klenty, Reply, and Mailshake are the strongest picks — all offer sub-$75/user pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|anthropic-small|Mailshake", "prompt": "c167-s6", "model": "anthropic-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Mailshake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Klenty, Reply, and Mailshake are the strongest picks — all offer sub-$75/user pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|challenger-small|Outreach", "prompt": "c167-s6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise sales-engagement suites like Outreach, SalesLoft, and HubSpot Sales Hub Enterprise, which are described as overkill for most small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|challenger-small|SalesLoft", "prompt": "c167-s6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "SalesLoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "like Outreach, SalesLoft, and HubSpot Sales Hub Enterprise, which are described as overkill for most small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|challenger-small|HubSpot Sales Hub Enterprise", "prompt": "c167-s6", "model": "challenger-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "HubSpot Sales Hub Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "described as overkill for most small businesses because they require annual contracts, significant implementation time, and ongoing administration"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|deepseek-small|X (Twitter)", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "X (Twitter)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consistently posts the **worst engagement rate** of major platforms (around 2.11%)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|deepseek-small|Snapchat", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Snapchat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Largely overshadowed by Instagram Stories and TikTok. Only worth it if you target a niche teen audience"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|deepseek-small|Threads", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Threads", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Fine to experiment, but don't invest significant time yet."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|deepseek-small|Outreach", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-level marketing/sales platforms (e.g., Outreach, SalesLoft, Adobe Marketo Engage, Sprinklr) — Typically $100+/user/month"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|deepseek-small|SalesLoft", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "SalesLoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "often **overkill and overpriced** for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|deepseek-small|Adobe Marketo Engage", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Marketo** specifically has a \"high risk\" profile: expensive ($36K+/year minimum), rising prices post-acquisition, and deteriorating support."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|deepseek-small|Sprinklr", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Sprinklr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Typically $100+/user/month with annual contracts, complex setup, and features SMBs rarely use."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|deepseek-small|Podium", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Podium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "expensive \"industry standard\" ($399+/month base) that's hard to justify for a normal small business"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|deepseek-small|Deel", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Built for global enterprises (500+ employees). Small, non-global teams don't need them."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|deepseek-small|Klenty", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Klenty", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "some platforms like Klenty have documented billing complaints despite good reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|deepseek-small|Facebook", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Facebook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "the winning combo is **Facebook + Google Business Profile + Instagram** (for local)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|deepseek-small|Google Business Profile", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Google Business Profile", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "the winning combo is **Facebook + Google Business Profile + Instagram**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|deepseek-small|Instagram", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Instagram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "the winning combo is **Facebook + Google Business Profile + Instagram** (for local)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|deepseek-small|LinkedIn", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**LinkedIn** (for B2B)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|deepseek-small|TikTok", "prompt": "c167-s6", "model": "deepseek-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "TikTok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "possibly **short-form video** on TikTok/Reels"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|google-small|Salesforce Enterprise/Marketing Cloud", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Salesforce Enterprise/Marketing Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise Monoliths (e.g., Salesforce Enterprise/Marketing Cloud...): Why to be cautious: These platforms are built for massive corporations"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|google-small|Adobe Marketo Engage", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise Monoliths (e.g., ... Adobe Marketo Engage, Oracle Eloqua) ... they suffer from extreme feature bloat."}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|google-small|Oracle Eloqua", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Oracle Eloqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise Monoliths (e.g., ... Oracle Eloqua): Why to be cautious"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|google-small|HubSpot (Starter tier)", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "HubSpot (Starter tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Look for highly intuitive, SMB-focused tools like HubSpot (Starter tier), ActiveCampaign, or Klaviyo"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|google-small|ActiveCampaign", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look for highly intuitive, SMB-focused tools like HubSpot (Starter tier), ActiveCampaign, or Klaviyo"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|google-small|Klaviyo", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "focusing on direct email marketing via Klaviyo or Mailchimp"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|google-small|X (formerly Twitter)", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "X (formerly Twitter)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "the ROI of engaging on X is extremely low for local or standard B2C businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|google-small|Facebook", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Facebook", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "relying on *organic* (unpaid) posts on Facebook or Instagram to drive customer engagement is a dead end"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|google-small|Instagram", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Instagram", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "relying on *organic* (unpaid) posts on Facebook or Instagram to drive customer engagement is a dead end"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|google-small|TikTok", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "TikTok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Trying to \"force\" TikTok trends or post low-quality, highly corporate videos just to stay active will make your brand look out of touch"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|google-small|YouTube Shorts", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "YouTube Shorts", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Video-Heavy Platforms (TikTok & YouTube Shorts) *if you lack production resources*: Why to be cautious"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|google-small|Mailchimp", "prompt": "c167-s6", "model": "google-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "focusing on direct email marketing via Klaviyo or Mailchimp, and building Google Reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|minimax-small|Salesforce", "prompt": "c167-s6", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why caution: Despite being popular, the cost and customization time for small companies can be considerable"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|minimax-small|Zendesk", "prompt": "c167-s6", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Can be complex, over-featured, and pricey for smaller organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|minimax-small|Hootsuite", "prompt": "c167-s6", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Hootsuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Downsides mainly affect small businesses and those on a budget"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|minimax-small|Gong", "prompt": "c167-s6", "model": "minimax-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricing starts around $1,200\\u2013$1,500 per user annually... Too steep for: Startups and small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|mistral-small|Bitrix24", "prompt": "c167-s6", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Bitrix24", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Bitrix24 is feature-rich but can be overwhelming for small teams without dedicated IT support"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|mistral-small|Mighty Networks", "prompt": "c167-s6", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Mighty Networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may have attractive pricing at first glance, but watch out for \"all-in-one pricing traps\""}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|mistral-small|Circle", "prompt": "c167-s6", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Circle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may have attractive pricing at first glance, but watch out for \"all-in-one pricing traps\""}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|mistral-small|Skool", "prompt": "c167-s6", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Skool", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may have attractive pricing at first glance, but watch out for \"all-in-one pricing traps\""}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|mistral-small|Nextiva", "prompt": "c167-s6", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Nextiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "offer powerful features but come with a steep learning curve or become expensive as your user base grows"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|mistral-small|Intercom", "prompt": "c167-s6", "model": "mistral-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Intercom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Intercom, for example, is praised for its modern UI and real-time support but can be costly at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|Outreach", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Outreach** | ~$100+/user/month, complex setup, overkill for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|SalesLoft", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "SalesLoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High per-seat costs, long contracts, enterprise-focused"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|Sprinklr", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Sprinklr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "$299+/user/month minimum, built for Fortune 500"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|Hootsuite", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Hootsuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Paywalled features, steep per-user pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|Sprout Social", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Sprout Social", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Often overpriced for SMB needs"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|ManyChat", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "ManyChat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Limited use beyond Instagram/Facebook DMs; consider all-in-one alternatives like GoHighLevel"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|Calendly + Zoom Pro", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Calendly + Zoom Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Often underutilized; free alternatives like TidyCal + Google Meet may suffice"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|Mailchimp", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Costs scale quickly; free tier is very limited"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|Intercom", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Intercom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "$29-$132/seat plus extra fees for SMS/WhatsApp; costs add up fast"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|TidyCal", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "TidyCal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "free alternatives like TidyCal + Google Meet may suffice"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|HubSpot free tier", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "HubSpot free tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Enterprise CRMs | **HubSpot free tier**, **Brevo**, **Klaviyo**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|Brevo", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**HubSpot free tier**, **Brevo**, **Klaviyo** (for e-commerce)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|Klaviyo", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Klaviyo** (for e-commerce)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|Buffer", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Buffer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Expensive social tools | **Buffer**, **Later**, native platform scheduling"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|Later", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Later", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Buffer**, **Later**, native platform scheduling"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|GoHighLevel", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "GoHighLevel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**GoHighLevel** (includes DMs + email + SMS + landing pages)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|ClickUp", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**ClickUp** (combines messaging, tasks, docs)"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|Apollo.io", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Overpriced sales platforms | **Apollo.io** (free tier), **Mixmax**, **Lemlist**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|Mixmax", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Mixmax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "**Apollo.io** (free tier), **Mixmax**, **Lemlist**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|moonshot-small|Lemlist", "prompt": "c167-s6", "model": "moonshot-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Lemlist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "**Apollo.io** (free tier), **Mixmax**, **Lemlist**"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|xai-small|Facebook/Instagram (Meta)", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Facebook/Instagram (Meta)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "focusing on high organic reach, low costs, and good ROI like Facebook/Instagram (Meta) or TikTok for visuals"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|xai-small|TikTok", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "TikTok", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "good ROI like Facebook/Instagram (Meta) or TikTok for visuals"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|xai-small|X (formerly Twitter)", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "X (formerly Twitter)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Often called chaotic and unregulated... a \"PR risk waiting to happen\" for brands"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|xai-small|LinkedIn", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ads are expensive—CPC $6–12 (2–3x Facebook's)—and low ROI for consumer/B2C or tiny budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|xai-small|Snapchat", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Snapchat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Low engagement metrics... poor for broad SMB marketing due to ephemeral content and limited analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|xai-small|Pinterest", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Pinterest", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "low active engagement and slow growth for non-matching businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|xai-small|Outreach", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Overkill—$100+/user/month, complex setups, long contracts"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|xai-small|SalesLoft", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "SalesLoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Overkill—$100+/user/month, complex setups, long contracts"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|xai-small|HubSpot Free", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "HubSpot Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Stick to free/low-cost like HubSpot Free or Mailchimp for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c167-s6|xai-small|Mailchimp", "prompt": "c167-s6", "model": "xai-small", "cat": "employee-engagement-surveys", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Stick to free/low-cost like HubSpot Free or Mailchimp for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|alibaba-small|Lattice", "prompt": "c174-l1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lattice is currently one of the most popular choices for high-growth tech and B2B companies"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|alibaba-small|Culture Amp", "prompt": "c174-l1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Culture Amp focuses on the feedback loop"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|alibaba-small|BetterWorks", "prompt": "c174-l1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "BetterWorks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built specifically for **OKRs (Objectives and Key Results)**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|alibaba-small|Workday HCM", "prompt": "c174-l1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cons: Can have a steeper learning curve for line managers compared to user-friendly apps like Lattice or 15Five."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|alibaba-small|SAP SuccessFactors", "prompt": "c174-l1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The standard for massive, legacy global enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|alibaba-small|15Five", "prompt": "c174-l1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It champions \"Continuous Performance Management.\""}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|alibaba-small|Oracle", "prompt": "c174-l1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you are on Workday, SAP, or Oracle, the native module is usually the most cost-effective choice"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|anthropic-small|Betterworks", "prompt": "c174-l1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: Betterworks"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|anthropic-small|Workday Performance & Talent Management", "prompt": "c174-l1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Workday Performance & Talent Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HCM suites like Workday Performance & Talent Management ... best for large, compliance-driven enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|anthropic-small|SAP SuccessFactors Performance & Goals", "prompt": "c174-l1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "SAP SuccessFactors Performance & Goals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SAP SuccessFactors Performance & Goals ... best for large, compliance-driven enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|anthropic-small|Oracle Fusion Cloud HCM", "prompt": "c174-l1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Oracle Fusion Cloud HCM live inside a broader HR suite with a single contract and enterprise-grade compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|anthropic-small|HiBob HRIS", "prompt": "c174-l1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "HiBob HRIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "G2 identified eight top performers: HiBob HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|anthropic-small|BambooHR", "prompt": "c174-l1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "G2 identified eight top performers: ... BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|anthropic-small|Rippling", "prompt": "c174-l1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "G2 identified eight top performers: ... Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|anthropic-small|Lattice", "prompt": "c174-l1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "G2 identified eight top performers: ... Lattice"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|anthropic-small|HROne", "prompt": "c174-l1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "HROne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "G2 identified eight top performers: ... HROne"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|anthropic-small|Paylocity", "prompt": "c174-l1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "G2 identified eight top performers: ... Paylocity"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|anthropic-small|Leapsome", "prompt": "c174-l1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "G2 identified eight top performers: ... Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|anthropic-small|Performance Pro", "prompt": "c174-l1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Performance Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "G2 identified eight top performers: ... Performance Pro"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|challenger-small|Workday", "prompt": "c174-l1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single answer from the results is **Workday**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|challenger-small|Betterworks", "prompt": "c174-l1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strongest for large enterprises that need **alignment across distributed teams** and OKR mapping"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|challenger-small|Lattice", "prompt": "c174-l1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a top choice if your focus is **career tracks**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|challenger-small|SAP SuccessFactors", "prompt": "c174-l1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a common enterprise option when performance management needs to sit inside a broader HR suite"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|deepseek-small|Workday Performance", "prompt": "c174-l1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Workday Performance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** is the safest, most widely praised choice in the enterprise space."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|deepseek-small|SAP SuccessFactors (Performance & Goals)", "prompt": "c174-l1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "SAP SuccessFactors (Performance & Goals)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Global B2B enterprises with multi-country operations and strict compliance requirements"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|deepseek-small|Betterworks", "prompt": "c174-l1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Betterworks** (for OKR strategy) or **15Five** (for cultural/coaching focus) are the best standalone tools"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|deepseek-small|15Five", "prompt": "c174-l1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "15Five scored highest overall** for its user-friendly interface and AI capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|google-small|Betterworks", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Betterworks is the industry standard... Best for Alignment-Led & Goal-Centric Enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|google-small|Lattice", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One \"People Success\" Platform ... Lattice is the market leader"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|google-small|Workday", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Enterprise HCM Consolidation"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|google-small|SAP SuccessFactors", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Outstanding for global enterprises requiring deep organizational mapping"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|google-small|Leapsome", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leapsome is a premier choice"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|google-small|Teamflect", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Microsoft-Native Organizations ... incredibly friction-free option"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|google-small|Anaplan", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you meant Corporate Performance Management ... the industry-leading enterprise solutions are Anaplan"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|google-small|Vena Solutions", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "industry-leading enterprise solutions are Anaplan, Vena Solutions, or Workday Adaptive Planning"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|google-small|Workday Adaptive Planning", "prompt": "c174-l1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Anaplan, Vena Solutions, or Workday Adaptive Planning"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|meta-small|Workday", "prompt": "c174-l1", "model": "meta-small", "cat": "performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best performance management software for an enterprise B2B company is Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|meta-small|15Five", "prompt": "c174-l1", "model": "meta-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top contenders include 15Five, Performance Pro"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|meta-small|Performance Pro", "prompt": "c174-l1", "model": "meta-small", "cat": "performance-management", "variant": "direct", "raw": "Performance Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top contenders include 15Five, Performance Pro"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|minimax-small|Workday", "prompt": "c174-l1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** – Comprehensive HCM suite with robust performance management, goal tracking, and analytics. Ideal for large enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|minimax-small|SAP SuccessFactors", "prompt": "c174-l1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong integration with SAP ecosystem, offers continuous performance management, goals, and feedback loops."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|minimax-small|Oracle HCM Cloud", "prompt": "c174-l1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for complex organizations, offers performance management, goals, and career development planning."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|minimax-small|Cornerstone OnDemand", "prompt": "c174-l1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly scalable, strong learning management + performance management combined."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|minimax-small|15Five", "prompt": "c174-l1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular for continuous feedback, weekly check-ins, and engagement surveys."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|minimax-small|Lattice", "prompt": "c174-l1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "User-friendly, combines performance reviews, goal tracking, and engagement."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|minimax-small|Culture Amp", "prompt": "c174-l1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong on engagement surveys + performance reviews, known for usability."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|mistral-small|Betterworks", "prompt": "c174-l1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Betterworks**: Best for enterprise organizations running OKR-native performance programs at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|mistral-small|15Five", "prompt": "c174-l1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for continuous feedback and employee engagement features."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|mistral-small|Lattice", "prompt": "c174-l1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Popular for its user-friendly interface and comprehensive performance management suite."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|mistral-small|Workday", "prompt": "c174-l1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Widely used in large enterprises for its integration with HR and financial systems."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|mistral-small|Culture Amp", "prompt": "c174-l1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong in employee feedback and development tracking."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|moonshot-small|Workday", "prompt": "c174-l1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** — Best Overall for Enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|moonshot-small|Betterworks", "prompt": "c174-l1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a pure enterprise B2B play, I'd recommend **Betterworks** or **Workday** if you need a full HR suite."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|moonshot-small|Lattice", "prompt": "c174-l1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Leapsome** or **Lattice** are excellent choices"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|moonshot-small|Workhuman", "prompt": "c174-l1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Workhuman** — Best for Enterprise Recognition + Performance"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|moonshot-small|Leapsome", "prompt": "c174-l1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want best-in-class performance management with high user satisfaction, **Leapsome** or **Lattice** are excellent choices."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|moonshot-small|15Five", "prompt": "c174-l1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**15Five** — Best for Manager Coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|openai-small|Betterworks", "prompt": "c174-l1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **Betterworks** if you want a **true enterprise performance-management layer**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|openai-small|Workday", "prompt": "c174-l1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you're already standardized on Workday and want performance management inside a broader HCM suite"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|openai-small|SAP SuccessFactors", "prompt": "c174-l1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for large global enterprises, especially if you're already in the SAP ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|openai-small|Lattice", "prompt": "c174-l1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often a better fit for mid-market or smaller-enterprise orgs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|openai-small|15Five", "prompt": "c174-l1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally less \"enterprise execution platform\" than Betterworks or the big HCM suites"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|xai-small|Lattice", "prompt": "c174-l1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Lattice** or **Workday** for most B2B enterprises—high ratings for usability and scale."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|xai-small|Workday", "prompt": "c174-l1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Lattice** or **Workday** for most B2B enterprises—high ratings for usability and scale."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|xai-small|SAP SuccessFactors", "prompt": "c174-l1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **SAP SuccessFactors** | Large global enterprises | 4.2/5 | Custom | 360 reviews, skills mapping, predictive analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|xai-small|BambooHR", "prompt": "c174-l1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **BambooHR** | Mid-to-large B2B | 4.6/5 | Performance + payroll; user-friendly but enterprise-ready."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|xai-small|15Five", "prompt": "c174-l1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **15Five** or **Leapsome** | Engagement & development | 4.7/5"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|xai-small|Leapsome", "prompt": "c174-l1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **15Five** or **Leapsome** | Engagement & development | 4.7/5"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|xai-small|Oracle EPM Cloud", "prompt": "c174-l1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Oracle EPM Cloud** or **OneStream**: Top for complex enterprise planning"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|xai-small|OneStream", "prompt": "c174-l1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Oracle EPM Cloud** or **OneStream**: Top for complex enterprise planning"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|xai-small|Anaplan", "prompt": "c174-l1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Anaplan** or **Workday Adaptive Planning**: Scenario modeling, supply chain integration."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l1|xai-small|Workday Adaptive Planning", "prompt": "c174-l1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Anaplan** or **Workday Adaptive Planning**: Scenario modeling, supply chain integration."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|alibaba-small|Workday Performance Management", "prompt": "c174-l2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday Performance Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are already on **Workday**, stick with **Workday Performance** to avoid system fragmentation."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|alibaba-small|Betterworks", "prompt": "c174-l2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Betterworks** is often the strongest choice for large enterprises due to its depth in goal alignment and calibration"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|alibaba-small|Lattice", "prompt": "c174-l2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lattice** is the best scalable alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|alibaba-small|Culture Amp", "prompt": "c174-l2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company prioritizes employee experience, engagement, and retention, Culture Amp is the leader."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|alibaba-small|SAP SuccessFactors", "prompt": "c174-l2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for SAP Shops... SuccessFactors Performance & Goals is the logical extension."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|alibaba-small|15Five", "prompt": "c174-l2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Budget transparency & ease of use** | **Lattice** or **15Five**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|anthropic-small|Workday", "prompt": "c174-l2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday is the go-to for large organizations that need a unified platform covering HR, payroll, finance, and performance management"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|anthropic-small|Lattice", "prompt": "c174-l2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lattice has become a go-to platform for enterprise HR teams that need performance management to scale"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|anthropic-small|Betterworks", "prompt": "c174-l2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Betterworks is trusted by enterprises with tens of thousands of employees"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|anthropic-small|Darwinbox", "prompt": "c174-l2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Darwinbox is a serious pick for organizations above 10,000 employees."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|challenger-small|Workday Performance", "prompt": "c174-l2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday Performance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Workday Performance** if you already use Workday, and **Betterworks** if you want a dedicated performance-management platform"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|challenger-small|Betterworks", "prompt": "c174-l2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If I had to pick **one default recommendation** without more context, I'd choose **Betterworks**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|challenger-small|Lattice", "prompt": "c174-l2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lattice** is a strong alternative if you want a more polished all-in-one people platform"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|deepseek-small|Betterworks", "prompt": "c174-l2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a large B2B company:** **Betterworks** — enterprise-grade, purpose-built"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|deepseek-small|Workday", "prompt": "c174-l2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The performance module is excellent *if* you're already a Workday shop... Downside: it's one module of a massive system"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|deepseek-small|SAP SuccessFactors", "prompt": "c174-l2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're already standardized on those platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|deepseek-small|Oracle Fusion HCM", "prompt": "c174-l2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Oracle Fusion HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're already standardized on those platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|deepseek-small|Leapsome", "prompt": "c174-l2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong enterprise-ready option combining performance reviews, OKRs, engagement, and feedback"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|google-small|Betterworks", "prompt": "c174-l2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your primary goal is to align a massive, matrixed B2B workforce around strategic company objectives, **Betterworks** is the premier choice."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|google-small|Culture Amp", "prompt": "c174-l2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Deep People Analytics & Cultural Insights ... **Culture Amp** is the gold standard"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|google-small|Lattice", "prompt": "c174-l2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lattice** is the most intuitive and user-friendly platform on the market."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|google-small|Workday", "prompt": "c174-l2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "native HCM performance modules are criticized for having rigid, clunky user interfaces"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|google-small|SAP SuccessFactors", "prompt": "c174-l2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "native HCM performance modules are criticized for having rigid, clunky user interfaces"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|meta-small|Lattice", "prompt": "c174-l2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lattice - an all-in-one performance management software that offers reviews, goals, engagement, and compensation management with AI assistance."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|meta-small|HiBob HRIS", "prompt": "c174-l2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HiBob HRIS - a human resource information system that is best for mid-sized teams running structured reviews."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|meta-small|Betterworks", "prompt": "c174-l2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Betterworks - a performance management software that offers a range of features, including performance evaluation, goal setting, and feedback management."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|minimax-small|Workday HCM", "prompt": "c174-l2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Workday** or **Lattice** as top contenders for a large B2B company."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|minimax-small|Lattice", "prompt": "c174-l2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Workday** or **Lattice** as top contenders for a large B2B company."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|minimax-small|BetterWorks", "prompt": "c174-l2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BetterWorks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong on OKR tracking, continuous performance management, and integrates well with enterprise HR systems."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|minimax-small|SAP SuccessFactors", "prompt": "c174-l2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Robust enterprise-grade solution with global compliance and extensive customization."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|mistral-small|Workday HCM", "prompt": "c174-l2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Workday HCM** or **Lattice** as top performance review tools"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|mistral-small|Lattice", "prompt": "c174-l2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend **Workday HCM** or **Lattice** as top performance review tools"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|mistral-small|Darwinbox", "prompt": "c174-l2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other strong contenders include **Darwinbox** for highly configurable performance management in multinational settings"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|mistral-small|SuccessFactors (SAP)", "prompt": "c174-l2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "SuccessFactors (SAP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SuccessFactors (SAP)** for companies already invested in the SAP ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|moonshot-small|Betterworks", "prompt": "c174-l2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Betterworks** stands out as the strongest recommendation because it's purpose-built for enterprise-scale performance management"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|moonshot-small|Workday HCM", "prompt": "c174-l2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Full HR transformation** | Workday HCM or SAP SuccessFactors"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|moonshot-small|SAP SuccessFactors", "prompt": "c174-l2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-grade with extensive configurability for complex hierarchies"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|moonshot-small|Lattice", "prompt": "c174-l2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a dedicated performance platform that integrates with existing HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|moonshot-small|Darwinbox", "prompt": "c174-l2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**High configurability + international presence** | Darwinbox"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|moonshot-small|Leapsome", "prompt": "c174-l2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Dedicated performance platform** (integrating with existing HRIS) | Lattice or Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|openai-small|SAP SuccessFactors HCM", "prompt": "c174-l2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **SAP SuccessFactors HCM** as the safest default choice"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|openai-small|Cornerstone Performance", "prompt": "c174-l2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Cornerstone Performance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cornerstone Performance** is another strong enterprise option"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|openai-small|Lattice", "prompt": "c174-l2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Consider Lattice or similar lighter tools** only if your needs are more modern... but for \"thousands of employees,\" I'd usually start with the enterprise suites first"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|xai-small|Workday", "prompt": "c174-l2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Workday or SAP SuccessFactors as top performance review tools"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|xai-small|SAP SuccessFactors", "prompt": "c174-l2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SAP SuccessFactors: Strong Alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|xai-small|BambooHR", "prompt": "c174-l2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like BambooHR or Lattice are better for SMBs/mid-market ... and may lack depth for enterprise needs."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|xai-small|Lattice", "prompt": "c174-l2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Tools like BambooHR or Lattice are better for SMBs/mid-market ... and may lack depth for enterprise needs."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|xai-small|Betterworks", "prompt": "c174-l2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider add-ons like Betterworks for continuous performance if you want OKR focus atop an HCM."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|xai-small|Oracle HCM", "prompt": "c174-l2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Oracle HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other contenders (e.g., Oracle HCM, Betterworks) work well but rank slightly behind"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|zai-small|Workday Performance", "prompt": "c174-l2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday Performance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Workday Performance**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|zai-small|SAP SuccessFactors", "prompt": "c174-l2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP SuccessFactors** (Best for SAP-heavy organizations)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|zai-small|Betterworks", "prompt": "c174-l2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Betterworks** (Best for OKR-driven, continuous performance)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|zai-small|Culture Amp", "prompt": "c174-l2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Culture Amp** (Best for engagement-first organizations)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l2|zai-small|Oracle HCM", "prompt": "c174-l2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Oracle HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Oracle HCM** (Best for Oracle-aligned enterprises)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|alibaba-small|Workday HCM", "prompt": "c174-l3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday is currently the market leader for cloud-native performance management."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|alibaba-small|SAP SuccessFactors", "prompt": "c174-l3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The dominant choice for enterprise companies already running SAP ERP systems."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|alibaba-small|Oracle HCM Cloud", "prompt": "c174-l3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oracle offers a robust suite that combines performance with financial planning."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|alibaba-small|Cornerstone OnDemand (Now Ceridian)", "prompt": "c174-l3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Cornerstone OnDemand (Now Ceridian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Historically the gold standard for \"best-of-breed\" performance management"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|anthropic-small|Workday Performance & Talent Management", "prompt": "c174-l3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Performance & Talent Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday is preferred for superior user experience, faster innovation cycles, and flexibility to serve mid-market through enterprise."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|anthropic-small|SAP SuccessFactors Performance & Goals", "prompt": "c174-l3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors Performance & Goals", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For recruiting, succession planning, compensation, learning and performance management, SAP SuccessFactors is typically assessed as better."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|anthropic-small|Oracle Fusion Cloud HCM", "prompt": "c174-l3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oracle HCM at 22.6%"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|anthropic-small|Oracle Cloud EPM", "prompt": "c174-l3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Oracle Cloud EPM is an enterprise performance management suite covering connected planning, financial close, consolidation"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|anthropic-small|Board International", "prompt": "c174-l3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Board International", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Board International combines business intelligence, predictive analytics, and enterprise performance management in a single low-code platform"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|challenger-small|Workday Performance", "prompt": "c174-l3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Performance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Workday if performance management must sit inside a broader enterprise HCM system."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|challenger-small|SAP SuccessFactors", "prompt": "c174-l3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose SAP SuccessFactors if you want standardized enterprise performance processes within SAP's HR ecosystem."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|challenger-small|Oracle Fusion Cloud HCM", "prompt": "c174-l3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Oracle Fusion Cloud HCM if your enterprise already runs Oracle for HR or finance"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|challenger-small|Betterworks", "prompt": "c174-l3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose Betterworks if you want the strongest best-of-breed enterprise performance platform for OKRs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|challenger-small|Lattice", "prompt": "c174-l3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Broader HR experience, but less enterprise-strategy depth than Betterworks or HCM-suite modules"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|challenger-small|15Five", "prompt": "c174-l3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong for development rhythms, but generally less \"enterprise HCM\" than Workday/SAP/Oracle"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|deepseek-small|Anaplan", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "highly flexible modeling engine, scenario/driver-based planning... Trade-off: steeper learning curve and fewer out-of-the-box features."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|deepseek-small|Oracle Fusion Cloud EPM", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for organizations already entrenched in the Oracle ERP stack... trade-off: can feel rigid and complex."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|deepseek-small|OneStream", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for complex enterprise finance environments and cloud-first modernizations; its unified architecture avoids integration issues."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|deepseek-small|Workday Adaptive Planning", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for speed, ease of use, and quick deployment... Less suited to heavy financial close/consolidation."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|deepseek-small|SAP Analytics Cloud", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong alternatives depending on stack"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|deepseek-small|Board", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong alternatives depending on stack"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|deepseek-small|Prophix", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong alternatives depending on stack"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|deepseek-small|Vena", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong alternatives depending on stack"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|deepseek-small|CCH Tagetik", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong alternatives depending on stack"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|deepseek-small|Workday", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Best overall for large enterprises (1,000–100,000+ employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|deepseek-small|SAP SuccessFactors", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Best if already deep on SAP S/4HANA... but acquired architecture means some integration debt"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|deepseek-small|Betterworks", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Most enterprise-focused OKR-native platform; best when OKRs are the core performance framework"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|deepseek-small|Lattice", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "typically positioned below the Workday/SAP tier for ultra-large deployments"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|deepseek-small|Leapsome", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "typically positioned below the Workday/SAP tier for ultra-large deployments"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|deepseek-small|15Five", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "typically positioned below the Workday/SAP tier for ultra-large deployments"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|deepseek-small|Engagedly", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Engagedly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "typically positioned below the Workday/SAP tier for ultra-large deployments"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|deepseek-small|Hibob", "prompt": "c174-l3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Hibob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Mid-market tools (Lattice, Leapsome, Hibob, Vena, Prophix) are far lighter."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|google-small|Workday Performance Management", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Performance Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want to **unify all HR data, compensation, and payroll**: Go with **Workday** or **SAP SuccessFactors**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|google-small|SAP SuccessFactors Performance & Goals", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors Performance & Goals", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with **Workday** or **SAP SuccessFactors**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|google-small|Betterworks", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your priority is **aligning business strategy and OKRs**: Go with **Betterworks**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|google-small|Lattice", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want **modern UI, manager-direct coaching, and career paths**: Go with **Lattice**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|google-small|Culture Amp", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For:** Organizations that want to make talent decisions driven heavily by sentiment"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|google-small|Confirm", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Confirm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want to **predict flight risks and eliminate review bias**: Go with **Confirm**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|google-small|OneStream", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For:** Mega-enterprises wanting a completely unified platform to replace fragmented, disjointed financial systems."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|google-small|Workday Adaptive Planning", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you are looking for **financial budgeting, modeling, and forecasting**: Go with **Workday Adaptive Planning** or **Anaplan**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|google-small|Anaplan", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Go with **Workday Adaptive Planning** or **Anaplan**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|google-small|Vena", "prompt": "c174-l3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "High user adoption because it uses Excel as its primary interface"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|meta-small|Workday", "prompt": "c174-l3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday is considered the best overall due to its comprehensive feature set"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|meta-small|Betterworks", "prompt": "c174-l3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Betterworks is the strongest enterprise option for organizations running OKR-native performance programs at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|meta-small|Lattice", "prompt": "c174-l3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice and 15Five are best for mid-market all-in-one solutions and continuous feedback, respectively"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|meta-small|15Five", "prompt": "c174-l3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lattice and 15Five are best for mid-market all-in-one solutions and continuous feedback, respectively"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|meta-small|Culture Amp", "prompt": "c174-l3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Culture Amp excels in engagement integration"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|meta-small|Leapsome", "prompt": "c174-l3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Leapsome is suitable for scaling businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|meta-small|Darwinbox", "prompt": "c174-l3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Darwinbox is ideal for large and multinational organizations needing highly configurable performance management"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|minimax-small|Workday", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall** for enterprise organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|minimax-small|SAP SuccessFactors", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for enterprise performance workflows**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|minimax-small|Oracle HCM Cloud", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong compensation planning and talent management"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|minimax-small|Cornerstone OnDemand", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-wide talent development and compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|minimax-small|Betterworks", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for OKR-native organizations** at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|minimax-small|Lattice", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More optimized for SMB simplicity"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|minimax-small|15Five", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for continuous feedback with strong engagement layer"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|minimax-small|Culture Amp", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Performance management connected to engagement surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|minimax-small|BambooHR", "prompt": "c174-l3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for data visualization; Good for SMB to mid-market"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|mistral-small|Workday Performance Management", "prompt": "c174-l3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Performance Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large enterprises (10,000+ employees) seeking a comprehensive, all-in-one HCM suite with robust performance management."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|mistral-small|SAP SuccessFactors", "prompt": "c174-l3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its performance module is less suited for continuous goal alignment or real-time calibration compared to specialized platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|mistral-small|Betterworks", "prompt": "c174-l3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Betterworks** for continuous performance, OKRs, and deep integration with SuccessFactors."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|mistral-small|Leapsome", "prompt": "c174-l3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Leapsome** for a user-friendly, all-in-one platform with learning integration."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|moonshot-small|Workday", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Best overall enterprise performance management"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|moonshot-small|SAP SuccessFactors Performance & Goals", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors Performance & Goals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For comprehensive HCM with compliance:** Workday or SAP SuccessFactors"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|moonshot-small|Oracle Fusion Cloud HCM Performance Management", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM Performance Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Limitations:** Complex implementation; best suited for organizations already in Oracle ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|moonshot-small|Betterworks", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For OKR-driven strategy execution:** Betterworks"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|moonshot-small|Lattice", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For fast-growing mid-market:** Lattice or 15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|moonshot-small|15Five", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Limitations:** Less robust for complex enterprise calibration needs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|moonshot-small|Anaplan", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For complex multi-scenario planning:** Anaplan"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|moonshot-small|Workiva", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**For audit-ready compliance reporting:** Workiva"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|moonshot-small|Workday Adaptive Planning", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for:** Agile planning and fast decision cycles"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|moonshot-small|Vena Solutions", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**For Excel-loving finance teams:** Vena"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|moonshot-small|Pigment", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**For AI-native modern planning:** Pigment"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|moonshot-small|Planful", "prompt": "c174-l3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Best for:** Multi-entity finance teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|openai-small|Oracle EPM Cloud", "prompt": "c174-l3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **Oracle EPM** if you want a broad, mature enterprise finance suite."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|openai-small|OneStream", "prompt": "c174-l3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **OneStream** if close/consolidation and planning need to live together."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|openai-small|Anaplan", "prompt": "c174-l3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **Anaplan** if planning spans many departments and depends on flexible scenarios."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|openai-small|Workday Adaptive Planning", "prompt": "c174-l3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **Workday Adaptive** if you want a simpler cloud FP&A tool with fast rollout."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|openai-small|SAP Analytics Cloud (SAC) Planning", "prompt": "c174-l3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud (SAC) Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose **SAP SAC** if you're already invested in SAP data and analytics."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|openai-small|IBM Planning Analytics", "prompt": "c174-l3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose **IBM Planning Analytics** if you want a highly configurable OLAP-style planning engine."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|xai-small|Anaplan", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Anaplan** (G2: 4.6/5) ... High flexibility, real-time modeling, strong data handling & performance"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|xai-small|OneStream", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "2. **OneStream** (G2: 4.6/5) ... All-in-one platform (planning + reporting + consolidation)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|xai-small|Oracle Cloud EPM", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep financial consolidation, reporting, xP&A; scales for massive orgs. | Complex setup, IT-heavy"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|xai-small|Workday Adaptive Planning", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-to-large enterprises with Workday HCM/ERP | Driver-based planning, scenario analysis"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|xai-small|Planful", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market to enterprise FP&A with Excel familiarity | Continuous forecasting, predictive analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|xai-small|Pigment", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other strong contenders: Pigment (4.6/5)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|xai-small|SAP Analytics Cloud", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other strong contenders: Pigment (4.6/5), SAP Analytics Cloud, Board, CCH Tagetik, and Vena."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|xai-small|Board", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other strong contenders: ... Board, CCH Tagetik, and Vena."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|xai-small|CCH Tagetik", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other strong contenders: ... CCH Tagetik, and Vena."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|xai-small|Vena", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Planful/Vena are Excel-native (familiar for finance teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|xai-small|Workday Performance", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Performance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "top enterprise ones are Workday Performance, SAP SuccessFactors, Betterworks, Lattice, and 15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|xai-small|SAP SuccessFactors", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Workday/SAP for HCM-integrated enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|xai-small|Betterworks", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Betterworks for OKR-scale"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|xai-small|Lattice", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Lattice for analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|xai-small|15Five", "prompt": "c174-l3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Betterworks, Lattice, and 15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|zai-small|OneStream", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Unified platform with minimal data silos; high cost and heavy implementation."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|zai-small|Anaplan", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong multi-scenario, cross-functional modeling; heavy rollout and governance."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|zai-small|Board", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Combines planning and BI tightly; strong consolidation and AI scenarios."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|zai-small|Oracle Cloud EPM", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tight ecosystem integration; robust reporting and controls; complex implementation."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|zai-small|Vena", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Spreadsheet-centric but governed; faster rollout; strong Excel integration."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|zai-small|Planful", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "User-friendly, shorter implementations; mid-market focus."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|zai-small|Workday Adaptive Planning", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HR integration and ease of use; moderate implementation."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|zai-small|Pigment", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-native; strong scenario and alignment capabilities; modern UI."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|zai-small|Prophix", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Full FP&A suite with strong consolidation; moderate implementation."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l3|zai-small|IBM Planning Analytics (TM1)", "prompt": "c174-l3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Flexibility in deployment; strong hierarchical modeling."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|alibaba-small|SAP", "prompt": "c174-l4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "avoid \"project-based\" implementations (common with legacy vendors like SAP or Oracle)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|alibaba-small|Oracle", "prompt": "c174-l4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Legacy Suite** | **SAP SF, Oracle** | Implementation + License | **Low.** High setup fees"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|alibaba-small|Lattice", "prompt": "c174-l4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "### 1. Lattice (Best for Simple Budgeting)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|alibaba-small|BetterWorks", "prompt": "c174-l4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "BetterWorks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 2. BetterWorks (Best for Goal Tracking/OKRs)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|alibaba-small|ADP", "prompt": "c174-l4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "adding ADP Performance Management often incurs a flat per-head fee that is significantly cheaper"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|alibaba-small|Workday", "prompt": "c174-l4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "adding the \"Performance Module\" to your existing annual maintenance agreement. This offers the highest level of financial predictability"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|alibaba-small|Ceridian", "prompt": "c174-l4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Ceridian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Core HRIS Add-on** | **ADP, Ceridian** | Extension of Current Bill"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|anthropic-small|PerformYard", "prompt": "c174-l4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large company prioritizing cost predictability, **PerformYard** offers straightforward per-employee pricing with included support"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|anthropic-small|Betterworks", "prompt": "c174-l4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Betterworks** is better if you need sophisticated goal cascading and calibration for complex organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|anthropic-small|SAP SuccessFactors", "prompt": "c174-l4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "all SuccessFactors offerings require implementation by a certified partner—and that cost is not published"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|anthropic-small|Dayforce", "prompt": "c174-l4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "Dayforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "$171.96/employee/year platform, plus $33.96/employee/year for performance"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|challenger-small|Workday Performance", "prompt": "c174-l4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "Workday Performance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Workday Performance** first only if you value deep HCM integration enough to accept a more complex enterprise contract"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|challenger-small|Betterworks", "prompt": "c174-l4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would lean toward **Betterworks** first"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|challenger-small|Lattice", "prompt": "c174-l4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its common pricing model is still per-seat and may become expensive across thousands of users"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|challenger-small|Darwinbox", "prompt": "c174-l4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "Darwinbox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "explicitly described as custom-quote solutions, so total cost is less predictable upfront"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|challenger-small|Oracle Fusion Cloud HCM", "prompt": "c174-l4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "explicitly described as custom-quote solutions, so total cost is less predictable upfront"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|deepseek-small|Lattice", "prompt": "c174-l4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Lattice**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|deepseek-small|Betterworks", "prompt": "c174-l4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Betterworks** ... be cautious about cost predictability"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|deepseek-small|15Five", "prompt": "c174-l4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Per-seat with published prices → most predictable (Lattice, 15Five, Betterworks mid-tier)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|deepseek-small|Leapsome", "prompt": "c174-l4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per-module, quote-gated → less predictable (Leapsome, Culture Amp"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|deepseek-small|Culture Amp", "prompt": "c174-l4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Culture Amp publishes no pricing at all"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|deepseek-small|Workday", "prompt": "c174-l4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Custom enterprise quote → least predictable (Betterworks enterprise tier, Workday, Cornerstone)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|deepseek-small|Cornerstone", "prompt": "c174-l4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Custom enterprise quote → least predictable (Betterworks enterprise tier, Workday, Cornerstone)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|google-small|Lattice", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standard enterprise tools like Lattice or Culture Amp can quickly become cost-prohibitive due to complex modular pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|google-small|Culture Amp", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "standard enterprise tools like Lattice or Culture Amp can quickly become cost-prohibitive due to complex modular pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|google-small|PerformYard", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "PerformYard (Best Overall for Predictable TCO)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|google-small|Betterworks", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Betterworks (Best for Enterprise OKR-Native Programs)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|google-small|Leapsome", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leapsome (Best for Global/European Scale)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|google-small|Oracle", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "legacy platforms like Oracle or Anaplan are notorious for ballooning implementation costs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|google-small|Anaplan", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "legacy platforms like Oracle or Anaplan are notorious for ballooning implementation costs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|google-small|OneStream", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "OneStream offers CPM Express, a pre-packaged deployment model ... highly predictable up-front cost"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|google-small|Planful", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Planful or Prophix ... They offer predictable annual subscription pricing based on defined user tiers."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|google-small|Prophix", "prompt": "c174-l4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Planful or Prophix ... Both platforms sit in the mid-to-large enterprise sweet spot."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|meta-small|Betterworks", "prompt": "c174-l4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Betterworks - Starting price: $8 per user, per month"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|meta-small|Workday HCM", "prompt": "c174-l4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Workday HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Workday HCM - Custom pricing based on selected products, organisation size and deployment scope."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|meta-small|Oracle Fusion Cloud HCM", "prompt": "c174-l4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Oracle Fusion Cloud HCM - Custom pricing based on selected products"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|minimax-small|WorkSpark", "prompt": "c174-l4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "WorkSpark", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**WorkSpark** appears to offer the most transparent, predictable pricing model"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|minimax-small|UKG", "prompt": "c174-l4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "UKG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "offers flat PEPM pricing ($25-33) but is more expensive and positioned as a full HR suite"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|minimax-small|EvalFlow", "prompt": "c174-l4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "EvalFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EvalFlow** offers $5/user/month with annual billing options"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|minimax-small|Lattice", "prompt": "c174-l4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Most enterprise vendors (Lattice, Culture Amp, 15Five) require quotes and have significant minimums"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|minimax-small|Culture Amp", "prompt": "c174-l4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "require quotes and have significant minimums"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|minimax-small|15Five", "prompt": "c174-l4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "require quotes and have significant minimums"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|minimax-small|Darwinbox", "prompt": "c174-l4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "You should also get quotes from **Darwinbox** and **Personio** as they have enterprise presence"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|minimax-small|Personio", "prompt": "c174-l4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Personio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "You should also get quotes from **Darwinbox** and **Personio** as they have enterprise presence"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|mistral-small|Betterworks", "prompt": "c174-l4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Betterworks** stands out as the best performance management software"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|mistral-small|Workday Performance", "prompt": "c174-l4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "Workday Performance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other enterprise-focused options like **Workday Performance** and **SAP SuccessFactors** also provide predictable pricing but are typically bundled within larger HCM suites"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|mistral-small|SAP SuccessFactors", "prompt": "c174-l4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also provide predictable pricing but are typically bundled within larger HCM suites, which may include features your company doesn’t need"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|moonshot-small|Workday", "prompt": "c174-l4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday, Oracle HCM Cloud, or SAP SuccessFactors** with a negotiated **Enterprise License Agreement (ELA)** ... offers the best balance of features and predictable costs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|moonshot-small|Oracle HCM", "prompt": "c174-l4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Oracle HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workday, Oracle HCM Cloud, or SAP SuccessFactors** ... offers the best balance of features and predictable costs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|moonshot-small|SAP SuccessFactors", "prompt": "c174-l4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Workday, Oracle HCM Cloud, or SAP SuccessFactors** ... offers the best balance of features and predictable costs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|moonshot-small|Basecamp", "prompt": "c174-l4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Basecamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Basecamp popularized this model"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|moonshot-small|IceHrm Pro", "prompt": "c174-l4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "IceHrm Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**IceHrm Pro**: $2,499 first year (unlimited employees), $499/year ongoing"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|openai-small|SAP SuccessFactors HCM", "prompt": "c174-l4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "SAP SuccessFactors HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall enterprise choice:** **SAP SuccessFactors HCM** — strong for very large, global organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|openai-small|Lattice", "prompt": "c174-l4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice** — strong reviews and enterprise adoption, but pricing is usually quote-based"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|openai-small|Betterworks", "prompt": "c174-l4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Betterworks** — enterprise-oriented and designed for large organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|xai-small|Lattice", "prompt": "c174-l4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lattice stands out as the best performance management software for a large company (thousands of users) prioritizing predictable total costs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|xai-small|Betterworks", "prompt": "c174-l4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top-rated for large enterprises (1,000+ users). Starts at ~$8/user/month"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|xai-small|15Five", "prompt": "c174-l4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for manager enablement and high-cadence check-ins; transparent and scales well, though add-ons can nudge costs up."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|xai-small|Workday", "prompt": "c174-l4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing is quote-based/custom ... making TCO less predictable upfront"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|xai-small|SAP SuccessFactors", "prompt": "c174-l4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pricing is quote-based/custom (~$20\\u2013$50 PEPM for suites, plus $5K\\u2013millions in implementation)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|xai-small|Oracle HCM", "prompt": "c174-l4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Oracle HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "making TCO less predictable upfront\\u2014better if you need end-to-end HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|zai-small|Workday", "prompt": "c174-l4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strengths:** Comprehensive HR suite with deep performance, OKR, talent planning, and enterprise-grade security. Ideal for global orgs."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|zai-small|SAP SuccessFactors", "prompt": "c174-l4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** Organizations heavily invested in SAP and needing a unified talent platform."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|zai-small|Betterworks", "prompt": "c174-l4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong OKR and continuous feedback, mature for large enterprises, robust analytics."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|zai-small|Lattice", "prompt": "c174-l4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Mid-market to enterprise needing a balanced suite of performance, engagement, and compensation."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|zai-small|PeopleGoal", "prompt": "c174-l4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "PeopleGoal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly customizable reviews and OKRs, scales to thousands of users."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|zai-small|Darwinbox", "prompt": "c174-l4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best For:** Large, multinational organizations requiring deep configuration and compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|zai-small|HiBob", "prompt": "c174-l4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Modern HRIS + performance, strong UX, global payroll integration."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l4|zai-small|Cornerstone OnDemand", "prompt": "c174-l4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Enterprise learning + performance integration, extensive talent analytics."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|deepseek-small|Betterworks", "prompt": "c174-l5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "*Transformational* (connect performance to strategy/OKRs → deeper tools like Betterworks, Workday/SuccessFactors performance layers)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|deepseek-small|Workday", "prompt": "c174-l5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "deeper tools like Betterworks, Workday/SuccessFactors performance layers"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|deepseek-small|SuccessFactors", "prompt": "c174-l5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday/SuccessFactors performance layers"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|deepseek-small|Lattice", "prompt": "c174-l5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "simpler, high-adoption tools like Lattice, 15Five, Leapsome, ClearCompany"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|deepseek-small|15Five", "prompt": "c174-l5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "simpler, high-adoption tools like Lattice, 15Five, Leapsome, ClearCompany"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|deepseek-small|Leapsome", "prompt": "c174-l5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "simpler, high-adoption tools like Lattice, 15Five, Leapsome, ClearCompany"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|deepseek-small|ClearCompany", "prompt": "c174-l5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "ClearCompany", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "simpler, high-adoption tools like Lattice, 15Five, Leapsome, ClearCompany"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|meta-small|Lattice", "prompt": "c174-l5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top performance management software options to consider are:\n- Lattice"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|meta-small|Leapsome", "prompt": "c174-l5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|meta-small|Oracle HCM Cloud", "prompt": "c174-l5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Oracle HCM Cloud"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|meta-small|MangoApps", "prompt": "c174-l5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "MangoApps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- MangoApps"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|mistral-small|Lattice", "prompt": "c174-l5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compare top performance management tools (e.g., Lattice, 15Five, Betterworks, Culture Amp, Leapsome, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|mistral-small|15Five", "prompt": "c174-l5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compare top performance management tools (e.g., Lattice, 15Five, Betterworks, Culture Amp, Leapsome, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|mistral-small|Betterworks", "prompt": "c174-l5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compare top performance management tools (e.g., Lattice, 15Five, Betterworks, Culture Amp, Leapsome, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|mistral-small|Culture Amp", "prompt": "c174-l5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compare top performance management tools (e.g., Lattice, 15Five, Betterworks, Culture Amp, Leapsome, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|mistral-small|Leapsome", "prompt": "c174-l5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compare top performance management tools (e.g., Lattice, 15Five, Betterworks, Culture Amp, Leapsome, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|moonshot-small|Workday", "prompt": "c174-l5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Workday** (if already using) | Native integration, comprehensive suite | Quote-only, enterprise pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|moonshot-small|Betterworks", "prompt": "c174-l5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Betterworks** | Enterprise OKR alignment, bi-directional Workday sync"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|moonshot-small|SAP SuccessFactors", "prompt": "c174-l5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SAP SuccessFactors** | Large global enterprises, deep configurability"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|moonshot-small|Lattice", "prompt": "c174-l5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lattice** | Fast implementation, modern UX, Marketplace-certified"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|moonshot-small|15Five", "prompt": "c174-l5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**15Five** | Manager coaching, lightweight adoption | Mid-market pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|xai-small|Workday", "prompt": "c174-l5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Workday** | Global enterprises | Full HCM suite, unlimited scale |"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|xai-small|Lattice", "prompt": "c174-l5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Lattice** | Mid-large tech | Strong calibration, 5K+ customers |"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|xai-small|15Five", "prompt": "c174-l5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **15Five** | Continuous perf | OKRs + check-ins |"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|xai-small|Leapsome", "prompt": "c174-l5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Leapsome** | EU/global | Native GDPR |"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|xai-small|Culture Amp", "prompt": "c174-l5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Culture Amp** | Analytics-heavy | Surveys + perf |"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|xai-small|Betterworks", "prompt": "c174-l5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "prioritize vendors proven at 1,000+ user scale (e.g., Workday, Lattice, 15Five, Leapsome, Culture Amp, Betterworks, SAP SuccessFactors)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l5|xai-small|SAP SuccessFactors", "prompt": "c174-l5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "prioritize vendors proven at 1,000+ user scale (e.g., ... Betterworks, SAP SuccessFactors)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|alibaba-small|SAP ECC (on-premise)", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "SAP ECC (on-premise)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you are not currently running these systems, **do not adopt them**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|alibaba-small|Oracle eRecruit/Oracle HCM On-Premise", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Oracle eRecruit/Oracle HCM On-Premise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "If you are not currently running these systems, **do not adopt them**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|alibaba-small|Taleo (pre-cloud)", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Taleo (pre-cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "If you are not currently running these systems, **do not adopt them**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|alibaba-small|Workday", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often **sub-optimal specifically for performance management** compared to purpose-built tools"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|alibaba-small|SAP SuccessFactors", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often **sub-optimal specifically for performance management** compared to purpose-built tools"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|alibaba-small|Oracle Fusion Cloud HCM", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "often **sub-optimal specifically for performance management** compared to purpose-built tools"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|alibaba-small|Betterworks", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider **overlaying** a specialized performance tool (like Betterworks, Lattice, or Culture Amp)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|alibaba-small|Lattice", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Platforms like **Lattice**, **15Five**, **Leapsome**, and **BambooHR** excel in mid-market settings but face challenges at the large enterprise scale."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|alibaba-small|Culture Amp", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "consider **overlaying** a specialized performance tool (like Betterworks, Lattice, or Culture Amp) that integrates deeply with your existing suite"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|alibaba-small|15Five", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "excel in mid-market settings but face challenges at the large enterprise scale"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|alibaba-small|Leapsome", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "excel in mid-market settings but face challenges at the large enterprise scale"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|alibaba-small|BambooHR", "prompt": "c174-l6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "excel in mid-market settings but face challenges at the large enterprise scale"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|anthropic-small|Lattice", "prompt": "c174-l6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise buyers at 1,000+ employees often find calibration and analytics depth insufficient for complex talent planning at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|anthropic-small|15Five", "prompt": "c174-l6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "This platform has some cost and customization concerns."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|anthropic-small|Workday", "prompt": "c174-l6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Workday has complex setup and steep learning curve with implementations averaging 8+ months and premium pricing of $99+ per user/month"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|anthropic-small|SAP SuccessFactors", "prompt": "c174-l6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "SuccessFactors carries notable product gaps, having evolved through acquisition and partnership rather than unified development"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|challenger-small|Workday", "prompt": "c174-l6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "when the enterprise already runs Workday, SAP SuccessFactors, or Oracle"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|challenger-small|SAP SuccessFactors", "prompt": "c174-l6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "when the enterprise already runs Workday, SAP SuccessFactors, or Oracle"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|challenger-small|Oracle", "prompt": "c174-l6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "when the enterprise already runs Workday, SAP SuccessFactors, or Oracle"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|challenger-small|15Five", "prompt": "c174-l6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strong for growth and mid-market use, but not as the first choice when the enterprise needs deep, complex hierarchy support"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|challenger-small|Leapsome", "prompt": "c174-l6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strong for growth and mid-market use, but not as the first choice when the enterprise needs deep, complex hierarchy support"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|challenger-small|BambooHR Pro", "prompt": "c174-l6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "suggested for **sub-200 employees**, which makes it a poor fit for a large enterprise by size alone"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|challenger-small|Rippling", "prompt": "c174-l6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may be less attractive if the priority is performance-management depth rather than HR consolidation... may be costly"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|deepseek-small|Workday", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Caution: Workday, SAP SuccessFactors, UKG Pro ... native performance management modules are consistently criticized as rigid, clunky"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|deepseek-small|SAP SuccessFactors", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users frequently cite a **complex and unintuitive administration** interface, a **steep learning curve**, and **weak ad-hoc reporting**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|deepseek-small|UKG Pro (UltiPro)", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "UKG Pro (UltiPro)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it suffers from a **steep implementation curve (6-12 months)** and **complex reporting tools**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|deepseek-small|Saba", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Saba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid \"Legacy\" Annual-Review Platforms Built Pre-2020 ... Caution: Older tools like Saba, Halogen"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|deepseek-small|Halogen", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Halogen", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Legacy tools (Saba, Halogen)** | **Avoid**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|deepseek-small|Cornerstone Performance", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Cornerstone Performance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid \"Legacy\" Annual-Review Platforms Built Pre-2020 ... traditional Cornerstone Performance"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|deepseek-small|Glint (Microsoft Viva Glint)", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Glint (Microsoft Viva Glint)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid (for Enterprise Scale) Engagement Platforms with \"Performance Add-Ons\" **Caution: Glint (Microsoft Viva Glint)**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|deepseek-small|OrgVitality", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "OrgVitality", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Caution: Glint (Microsoft Viva Glint), OrgVitality, and other pulse-survey tools that add a PM module"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|deepseek-small|UpRaise", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "UpRaise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Avoid \"Stacked\" Custom-Built or Point-Solution Tools (e.g., UpRaise, Kona, etc.) ... they lack the **security certifications, data residency**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|deepseek-small|Kona", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Kona", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Avoid \"Stacked\" Custom-Built or Point-Solution Tools (e.g., UpRaise, Kona, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|deepseek-small|Betterworks", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "explore specialized modules like Betterworks installed as a layer"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|deepseek-small|Lattice", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Migrate to modern tools like Lattice, 15Five, Betterworks, or Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|deepseek-small|15Five", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Migrate to modern tools like Lattice, 15Five, Betterworks, or Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|deepseek-small|Leapsome", "prompt": "c174-l6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Migrate to modern tools like Lattice, 15Five, Betterworks, or Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|google-small|15Five", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SMB-Focused \"Toy Tools\" (Avoid for Enterprise-Scale) * **Examples:** *15Five, PerformYard, Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|google-small|PerformYard", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SMB-Focused \"Toy Tools\" (Avoid for Enterprise-Scale)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|google-small|Leapsome", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SMB-Focused \"Toy Tools\" (Avoid for Enterprise-Scale)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|google-small|Lattice", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms Undergoing Major Strategic Pivots (Approach with Caution) * **Example:** *Lattice*"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|google-small|Saba Software", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Saba Software", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Acquired or Consolidated \"Maintenance-Mode\" Software (Avoid)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|google-small|Halogen", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Halogen", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Acquired or Consolidated \"Maintenance-Mode\" Software (Avoid)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|google-small|Reflektive", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Reflektive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Acquired or Consolidated \"Maintenance-Mode\" Software (Avoid)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|google-small|SumTotal", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "SumTotal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Acquired or Consolidated \"Maintenance-Mode\" Software (Avoid)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|google-small|Cornerstone OnDemand", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Cornerstone OnDemand acquired Saba ... products are frequently put into \"maintenance mode.\""}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|google-small|Oracle HCM Cloud", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Legacy ERP \"All-in-One\" Monoliths (The \"UX Trap\") ... native performance modules in Oracle HCM Cloud"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|google-small|SAP SuccessFactors", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Legacy ERP \"All-in-One\" Monoliths ... SAP SuccessFactors"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|google-small|ADP suites", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "ADP suites", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "native performance modules in Oracle HCM Cloud, SAP SuccessFactors, or older ADP suites"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|google-small|Betterworks", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "prioritize platforms that are purpose-built for enterprise scale (such as *Betterworks*, *Culture Amp*"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|google-small|Culture Amp", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "purpose-built for enterprise scale (such as *Betterworks*, *Culture Amp*"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|google-small|Teamflect", "prompt": "c174-l6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "deeply integrated ecosystem players like *Teamflect* for Microsoft shops"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|meta-small|Betterworks", "prompt": "c174-l6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "considered an investment at its price point... but it may have interface issues."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|meta-small|Lattice", "prompt": "c174-l6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its dashboards and historical data are at or below the category average."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|meta-small|15Five", "prompt": "c174-l6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "add-ons can push the real bill toward $22/user/mo."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|meta-small|PerformYard", "prompt": "c174-l6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is narrow by design, and every evaluation starts with a sales call."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|meta-small|Workhuman", "prompt": "c174-l6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "Workhuman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may offer more capability than organizations want if they are only looking for a lightweight annual review tool."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|meta-small|Workleap", "prompt": "c174-l6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "Workleap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a good option for medium and large-sized organizations that want structured, repeatable review processes"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|meta-small|Motivosity", "prompt": "c174-l6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a good bet for organizations of all kinds of sizes, from 10-person startups to large enterprises with 10,000 employees."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|minimax-small|Betterworks", "prompt": "c174-l6", "model": "minimax-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Betterworks customers report up to 8x higher engagement when tools integrate into daily workflows versus standalone portals."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|mistral-small|Betterworks", "prompt": "c174-l6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why avoid/caution: Steep learning curve, weak training support, and enterprise pricing only... make it less suitable for most large enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|mistral-small|SAP SuccessFactors Performance & Goals", "prompt": "c174-l6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors Performance & Goals", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why caution: ... often criticized for being overly complex, difficult to implement, and requiring significant internal resources"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|mistral-small|Teamflect", "prompt": "c174-l6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why caution: Hard-tied to Microsoft Teams, which can be a limitation for enterprises using other collaboration tools"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|moonshot-small|Workday (Native Performance Module)", "prompt": "c174-l6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Workday (Native Performance Module)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "its native performance management module has significant gaps"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|moonshot-small|Betterworks", "prompt": "c174-l6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Betterworks** - Built specifically for enterprise continuous performance management"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|moonshot-small|SAP SuccessFactors", "prompt": "c174-l6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Despite its enterprise pedigree, SuccessFactors has notable limitations"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|moonshot-small|Ceridian Dayforce", "prompt": "c174-l6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its performance management capabilities raise concerns"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|moonshot-small|Leapsome", "prompt": "c174-l6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good balance of enterprise readiness and usability"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|moonshot-small|Culture Amp", "prompt": "c174-l6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong on engagement and feedback"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|xai-small|BambooHR", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Notorious for limited scalability and basic performance features."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|xai-small|Lattice", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Ideal for mid-market (50-250 employees) but scales poorly beyond that."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|xai-small|15Five", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "lacks depth in analytics, manager coaching, and scalability for thousands of users"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|xai-small|Workday Performance Management", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Workday Performance Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "user complaints center on **significant implementation complexity**, usability issues (steep learning curve), and high costs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|xai-small|SAP SuccessFactors", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "critiques note **overwhelming configurability leading to usability challenges**, slow support, and integration friction"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|xai-small|ClearCo", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "ClearCo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Niche scalability limits; per-user pricing balloons at enterprise scale"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|xai-small|Workleap", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Workleap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Niche scalability limits; per-user pricing balloons at enterprise scale"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|xai-small|Rippling (standalone PM)", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Rippling (standalone PM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Rippling costly for non-core PM use"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|xai-small|Oracle HCM", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Prioritize enterprise-proven options like **Oracle HCM**, **Cornerstone**, or **Betterworks**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|xai-small|Cornerstone", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Prioritize enterprise-proven options like **Oracle HCM**, **Cornerstone**, or **Betterworks**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|xai-small|Betterworks", "prompt": "c174-l6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "**Betterworks** (with OKR focus), which score higher on scalability and configurability"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|zai-small|Gusto", "prompt": "c174-l6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Designed for small‑to‑mid‑size payroll & HR.<br>‑ Limited performance‑management features ... Reported poor customer support."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|zai-small|StaffCircle", "prompt": "c174-l6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "StaffCircle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Small‑to‑mid‑market focus.<br>‑ Limited third‑party integrations; thin reporting capabilities."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|zai-small|BambooHR", "prompt": "c174-l6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Popular for SMBs; limited customization for complex workflows."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|zai-small|Betterworks", "prompt": "c174-l6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "review sample is small (36 reviews) and rating is modest (4.3/5).<br>‑ Complex implementation path may overwhelm non‑dedicated HR teams."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|zai-small|Lattice", "prompt": "c174-l6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "dashboards and historical analytics sit “at or below category average.”"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|zai-small|Leapsome", "prompt": "c174-l6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "thin native integrations; often requires additional tools to connect with existing stacks.<br>‑ Steeper admin learning curve."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|zai-small|15Five", "prompt": "c174-l6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "add‑ons can drive per‑seat costs above $20/mo.<br>‑ May not scale cost‑effectively for thousands of users."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|zai-small|PerformYard", "prompt": "c174-l6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "limited feature set; may not support advanced workflows needed by large enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|zai-small|SAP SuccessFactors", "prompt": "c174-l6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "implementation can be lengthy and expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|zai-small|Workday", "prompt": "c174-l6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "implementation can be lengthy and expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|zai-small|HiBob", "prompt": "c174-l6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Many highly rated platforms (e.g., HiBob, Rippling, HROne, Paylocity) perform well for their intended scale."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|zai-small|Rippling", "prompt": "c174-l6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Many highly rated platforms (e.g., HiBob, Rippling, HROne, Paylocity) perform well for their intended scale."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|zai-small|HROne", "prompt": "c174-l6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "HROne", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Many highly rated platforms (e.g., HiBob, Rippling, HROne, Paylocity) perform well for their intended scale."}, {"id": "mai-20260918-0021-calibration_b-2|c174-l6|zai-small|Paylocity", "prompt": "c174-l6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Many highly rated platforms (e.g., HiBob, Rippling, HROne, Paylocity) perform well for their intended scale."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|alibaba-small|SAP SuccessFactors", "prompt": "c174-m1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "avoiding the excessive complexity of enterprise suites like SAP SuccessFactors unless you have a dedicated HRIS team"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|alibaba-small|Lattice", "prompt": "c174-m1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Lattice** (Top Pick for Balanced Mid-Market Fit)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|alibaba-small|HiBob", "prompt": "c174-m1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HiBob is excellent for mid-sized teams running structured reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|alibaba-small|15Five", "prompt": "c174-m1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**15Five** (Best for Continuous Feedback Loops)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|alibaba-small|Bonusly", "prompt": "c174-m1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Bonusly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Bonusly** (Best for Recognition & Engagement)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|alibaba-small|BetterWorks", "prompt": "c174-m1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "BetterWorks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BetterWorks has deeper functionality here than most"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|anthropic-small|Lattice", "prompt": "c174-m1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "one of the most widely adopted dedicated performance management platforms in the mid-market"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|anthropic-small|15Five", "prompt": "c174-m1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "built for mid-sized companies (50 to 500 employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|anthropic-small|Leapsome", "prompt": "c174-m1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for mid-market businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|anthropic-small|Betterworks", "prompt": "c174-m1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "particularly valuable for mid-market companies building their performance culture"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|challenger-small|Lattice", "prompt": "c174-m1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Lattice** if you want a modern, all-in-one platform for goals, reviews, and engagement"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|challenger-small|Leapsome", "prompt": "c174-m1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want performance management tightly connected to learning and development"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|challenger-small|PerformYard", "prompt": "c174-m1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your priority is a highly configurable performance-management layer on top of an existing HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|challenger-small|Betterworks", "prompt": "c174-m1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you need more continuous performance management tied to strategy and OKRs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|challenger-small|15Five", "prompt": "c174-m1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for manager-led coaching and ongoing feedback rather than heavy customization"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|deepseek-small|Lattice", "prompt": "c174-m1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Lattice ... consistently ranks as the best overall fit for mid-market companies"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|deepseek-small|Leapsome", "prompt": "c174-m1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want strong OKR alignment with everything integrated, **Leapsome**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|deepseek-small|15Five", "prompt": "c174-m1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong manager rituals, continuous check-ins — good for culture-heavy B2B teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|deepseek-small|HiBob (HRIS)", "prompt": "c174-m1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "HiBob (HRIS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Brings reviews, goals, and feedback into a modern HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|deepseek-small|Engagedly", "prompt": "c174-m1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More mature/structured programs | Strong reviews, OKRs, and calibration"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|deepseek-small|PerformYard", "prompt": "c174-m1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're cost-sensitive and only need solid reviews, **PerformYard**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|deepseek-small|Workleap", "prompt": "c174-m1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Workleap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lightweight, cost-sensitive | Pulse surveys + reviews for mid-sized teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|google-small|Workday", "prompt": "c174-m1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "legacy enterprise HCMs (like Workday or SAP SuccessFactors) are too clunky, expensive, and require too much admin overhead"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|google-small|SAP SuccessFactors", "prompt": "c174-m1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "legacy enterprise HCMs (like Workday or SAP SuccessFactors) are too clunky, expensive, and require too much admin overhead"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|google-small|Lattice", "prompt": "c174-m1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Lattice (Best Overall for B2B Tech & SaaS) ... widely regarded as the gold standard for scaling mid-market B2B organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|google-small|Leapsome", "prompt": "c174-m1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leapsome (Best for Global Teams & Competency Frameworks)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|google-small|15Five", "prompt": "c174-m1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "15Five (Best for Building a \"Coaching\" Culture)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|google-small|HiBob", "prompt": "c174-m1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "HiBob (Best Modern, All-in-One HR Platform) ... incredibly strong built-in performance module"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|google-small|Rippling", "prompt": "c174-m1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Rippling\\u2019s performance management module is an excellent add-on"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|meta-small|Betterworks", "prompt": "c174-m1", "model": "meta-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Betterworks - Best for enterprises and mid-market companies that need AI-native performance enablement at scale."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|meta-small|HiBob HRIS", "prompt": "c174-m1", "model": "meta-small", "cat": "performance-management", "variant": "direct", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HiBob HRIS - Best for mid-sized teams running structured reviews."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|minimax-small|Lattice", "prompt": "c174-m1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** is often considered the best fit for mid-market B2B companies"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|minimax-small|15Five", "prompt": "c174-m1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**15Five** | Continuous feedback"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|minimax-small|Culture Amp", "prompt": "c174-m1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Culture Amp** | Employee development"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|minimax-small|Workday", "prompt": "c174-m1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workday** | Scaling companies"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|minimax-small|BambooHR", "prompt": "c174-m1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**BambooHR** – Good if you need HRIS + performance in one"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|minimax-small|Namely", "prompt": "c174-m1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Namely** – Modern UI, good for growing B2B companies"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|minimax-small|Jazz", "prompt": "c174-m1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Jazz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Jazz** – Simple, intuitive performance management"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|minimax-small|ClearCompany", "prompt": "c174-m1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "ClearCompany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**ClearCompany** – Full talent management suite"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|mistral-small|Lattice", "prompt": "c174-m1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** is widely regarded as the best performance management software for mid-market B2B companies"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|mistral-small|ThriveSparrow", "prompt": "c174-m1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "While other tools like ThriveSparrow and 15Five are also highly rated"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|mistral-small|15Five", "prompt": "c174-m1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "While other tools like ThriveSparrow and 15Five are also highly rated"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|moonshot-small|Lattice", "prompt": "c174-m1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** is the safest choice if budget allows"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|moonshot-small|15Five", "prompt": "c174-m1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**15Five** offers a more affordable entry point with strong manager tools"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|moonshot-small|Culture Amp", "prompt": "c174-m1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Engagement & Analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|moonshot-small|PerformYard", "prompt": "c174-m1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Value/Customization"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|moonshot-small|Leapsome", "prompt": "c174-m1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Global Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|openai-small|15Five", "prompt": "c174-m1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall: 15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|openai-small|Lattice", "prompt": "c174-m1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best alternative: Lattice"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|openai-small|HiBob", "prompt": "c174-m1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick HiBob if you want: performance management embedded in a modern HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|openai-small|Leapsome", "prompt": "c174-m1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick Leapsome if you want: continuous feedback plus OKRs/360 reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|xai-small|Lattice", "prompt": "c174-m1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with a free trial of **Lattice** or **15Five**—they're most frequently top-rated for mid-market B2B scalability."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|xai-small|15Five", "prompt": "c174-m1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with a free trial of **Lattice** or **15Five**—they're most frequently top-rated for mid-market B2B scalability."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|xai-small|Leapsome", "prompt": "c174-m1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for global B2B teams with EU compliance (GDPR), linking performance to learning/engagement."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|xai-small|PerformYard", "prompt": "c174-m1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly customizable for reviews/feedback at a lower cost; mid-market favorite for flexibility without bloat."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|xai-small|Betterworks", "prompt": "c174-m1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Other strong options**: Betterworks (OKR-heavy)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|xai-small|Culture Amp", "prompt": "c174-m1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Culture Amp (engagement focus)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|xai-small|HiBob", "prompt": "c174-m1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HiBob (if bundled with HRIS/payroll)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|zai-small|Lattice", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Mid‑Market B2B**: **Lattice**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|zai-small|15Five", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Continuous Feedback & Manager Enablement**: **15Five**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|zai-small|Culture Amp", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Engagement & Benchmarking**: **Culture Amp**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|zai-small|Betterworks", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for OKR‑Centric Strategy Alignment**: **Betterworks**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|zai-small|Leapsome", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modular, strong European presence, good for blended performance + learning."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|zai-small|PerformYard", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Unusual review workflows* → PerformYard"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|zai-small|BambooHR", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for Integrated Payroll**: **BambooHR** or **Paylocity**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|zai-small|Paylocity", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for Integrated Payroll**: **BambooHR** or **Paylocity**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|zai-small|Workday (Mid‑Market)", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Workday (Mid‑Market)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Core HCM with a performance layer; strong for larger mid‑market firms."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|zai-small|UKG Pro", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Core HCM; good for regulated industries and mid‑market payroll."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|zai-small|Taito.ai", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Taito.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Taito.ai | €1,000 (~$1,100) | Per‑employee, min €250"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m1|zai-small|ThriveSparrow", "prompt": "c174-m1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "ThriveSparrow | ~$500 | $5 performance, $3 OKRs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|alibaba-small|Lattice", "prompt": "c174-m2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the two strongest recommendations are **Lattice** and **HiBob**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|alibaba-small|HiBob", "prompt": "c174-m2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**HiBob** wins if integrating performance with broader HR operations is the priority"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|alibaba-small|BambooHR", "prompt": "c174-m2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative for Simplicity: BambooHR ... offers fewer advanced analytics and goal-tracking features"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|anthropic-small|Trakstar Perform", "prompt": "c174-m2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Trakstar Perform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Trakstar Perform is best for SMBs and mid-size companies looking for a straightforward review platform with flexible workflows and a user-friendly interface."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|anthropic-small|ThriveSparrow", "prompt": "c174-m2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ThriveSparrow is a strong fit for mid-sized companies looking to move beyond manual review cycles"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|anthropic-small|Small Improvements", "prompt": "c174-m2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often used by mid-sized companies looking for a stable, proven system"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|anthropic-small|Betterworks", "prompt": "c174-m2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Betterworks is ideal for mid-sized organizations (100–2,500 employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|anthropic-small|15Five", "prompt": "c174-m2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**4. Betterworks/15Five**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|challenger-small|Lattice", "prompt": "c174-m2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Lattice** as the safest default choice"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|challenger-small|HiBob", "prompt": "c174-m2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HiBob** if you want a user-friendly mid-market HRIS with strong visual reporting and structured reviews."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|challenger-small|15Five", "prompt": "c174-m2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**15Five** if you care most about **weekly check-ins, manager rhythm, and continuous feedback**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|challenger-small|Betterworks", "prompt": "c174-m2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Betterworks** if your company is more process-heavy and wants **tight OKR-to-review alignment**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|challenger-small|BambooHR", "prompt": "c174-m2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BambooHR** if you want the simplest, out-of-the-box review experience"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|deepseek-small|Lattice", "prompt": "c174-m2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Lattice** is the strongest all-around pick."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|deepseek-small|PerformYard", "prompt": "c174-m2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PerformYard** is an excellent value pick"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|deepseek-small|15Five", "prompt": "c174-m2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose 15Five** if your priority is manager coaching and continuous check-ins"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|deepseek-small|Culture Amp", "prompt": "c174-m2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you lead with employee engagement surveys and want insights tied to performance."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|deepseek-small|HiBob", "prompt": "c174-m2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose an HRIS-native module** (HiBob, BambooHR, Rippling) if you already use one"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|deepseek-small|BambooHR", "prompt": "c174-m2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "their performance modules can avoid adding a separate system"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|deepseek-small|Leapsome", "prompt": "c174-m2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good if learning & development integration matters."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|deepseek-small|Mooncamp", "prompt": "c174-m2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Mooncamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Deep OKR focus | Strong if OKRs are your core framework"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|deepseek-small|Profit.co", "prompt": "c174-m2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Deep OKR focus | Strong if OKRs are your core framework"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|deepseek-small|Rippling", "prompt": "c174-m2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Choose an HRIS-native module** (HiBob, BambooHR, Rippling) if you already use one"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|google-small|Lattice", "prompt": "c174-m2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The #1 Recommendation: **Lattice** ... widely considered the gold standard for mid-market, fast-growing B2B companies."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|google-small|Teamflect", "prompt": "c174-m2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Teamflect** (Best if your company runs on Microsoft 365)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|google-small|Leapsome", "prompt": "c174-m2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Leapsome** (Best for Global Teams & Employee Development)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|google-small|15Five", "prompt": "c174-m2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**15Five** (Best for Manager-Led Coaching Cultures)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|google-small|PerformYard", "prompt": "c174-m2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**PerformYard** (Best for High Customization & Budget-Friendliness)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|google-small|Culture Amp", "prompt": "c174-m2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "at a lower price point than Lattice or Culture Amp"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|meta-small|HiBob HRIS", "prompt": "c174-m2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "HiBob HRIS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HiBob HRIS: Best for mid-sized teams running structured reviews."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|meta-small|Trakstar Perform", "prompt": "c174-m2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Trakstar Perform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A dedicated performance review platform aimed at small-to-mid-sized organizations."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|meta-small|Workleap", "prompt": "c174-m2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workleap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A lightweight performance and engagement tool for mid-sized teams."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|minimax-small|Lattice", "prompt": "c174-m2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Lattice"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|minimax-small|PerformYard", "prompt": "c174-m2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: PerformYard"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|minimax-small|HiBob", "prompt": "c174-m2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: HiBob"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|mistral-small|HiBob HRIS", "prompt": "c174-m2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "HiBob HRIS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HiBob HRIS and Workleap are excellent for their balance of simplicity and functionality"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|mistral-small|Betterworks", "prompt": "c174-m2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Betterworks and Eletive are better if you need advanced features like AI insights, OKR alignment"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|mistral-small|Eletive", "prompt": "c174-m2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Eletive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Eletive offers 360° feedback, real-time pulse surveys, OKRs, 1:1 meetings, and AI insights"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|mistral-small|Workleap", "prompt": "c174-m2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workleap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "HiBob HRIS and Workleap are excellent for their balance of simplicity and functionality"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|mistral-small|Trakstar Perform", "prompt": "c174-m2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Trakstar Perform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trakstar Perform is a good fit if you want a no-frills, effective review cycle tool."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|moonshot-small|Lattice", "prompt": "c174-m2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Lattice** as the starting point"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|moonshot-small|15Five", "prompt": "c174-m2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**15Five** or **PerformYard** are excellent alternatives with lower complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|moonshot-small|HiBob HRIS", "prompt": "c174-m2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "HiBob HRIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Need a Full HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|moonshot-small|PerformYard", "prompt": "c174-m2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**15Five** or **PerformYard** are excellent alternatives with lower complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|moonshot-small|BambooHR", "prompt": "c174-m2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**BambooHR** \\u2013 Best for Simplicity"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|openai-small|Lattice", "prompt": "c174-m2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Lattice** as the default choice"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|openai-small|HiBob", "prompt": "c174-m2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HiBob** if you want a more modern all-in-one HR platform for a mid-sized company."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|openai-small|Leapsome", "prompt": "c174-m2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Leapsome** if you want a broader people enablement platform"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|openai-small|Small Improvements", "prompt": "c174-m2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Small Improvements** if your priority is simpler review/feedback workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|xai-small|Lattice", "prompt": "c174-m2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Lattice as the top performance review tool."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|xai-small|15Five", "prompt": "c174-m2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Continuous feedback & manager coaching (weekly check-ins)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|xai-small|PerformYard", "prompt": "c174-m2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly configurable reviews & workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|xai-small|BambooHR", "prompt": "c174-m2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one HRIS with basic reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|zai-small|Lattice", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For a more structured, enterprise-grade solution with advanced calibration and analytics, consider **BetterWorks** or **Lattice**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|zai-small|Leapsome", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Leapsome** or **15Five**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|zai-small|15Five", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Leapsome** or **15Five**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|zai-small|BetterWorks", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BetterWorks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a more structured, enterprise-grade solution with advanced calibration and analytics, consider **BetterWorks**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m2|zai-small|Teamspective", "prompt": "c174-m2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Teamspective", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for mid-sized companies looking for comprehensive performance and engagement tools"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|alibaba-small|Lattice", "prompt": "c174-m3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lattice is highly rated for its ability to handle both performance reviews and compensation management."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|alibaba-small|15Five", "prompt": "c174-m3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose 15Five if you find annual reviews outdated and want to focus on weekly manager-employee conversations."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|alibaba-small|Betterworks", "prompt": "c174-m3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Betterworks is a heavy hitter for complex goal-setting frameworks."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|alibaba-small|Culture Amp", "prompt": "c174-m3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Culture Amp focuses on the *state* of the workforce."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|alibaba-small|Workday (HCM Suite)", "prompt": "c174-m3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday (HCM Suite)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Its performance module is powerful but rigid"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|alibaba-small|BambooHR", "prompt": "c174-m3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "lacks the advanced strategic depth of Lattice or 15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|alibaba-small|Leapsome", "prompt": "c174-m3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Leapsome emphasizes privacy (GDPR) and coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|alibaba-small|Reflektive", "prompt": "c174-m3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Reflektive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Similar to 15Five but often considered more customizable for enterprise-level agility."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|anthropic-small|Betterworks", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Betterworks is an enterprise-focused performance enablement platform centered on goal alignment (OKRs)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|anthropic-small|Workday Performance & Talent Management", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Performance & Talent Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other enterprise options include Workday Performance & Talent Management"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|anthropic-small|SAP SuccessFactors Performance & Goals", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors Performance & Goals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SAP SuccessFactors Performance & Goals"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|anthropic-small|Oracle Fusion Cloud HCM", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Oracle Fusion Cloud HCM, which live inside a broader HR suite"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|anthropic-small|Lattice", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lattice is one of the most popular performance management platforms for growth-stage companies"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|anthropic-small|Leapsome", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leapsome bundles performance reviews, goals, engagement surveys, and a learning module"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|anthropic-small|15Five", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "15Five focuses on the manager-employee relationship as the primary lever for performance improvement"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|anthropic-small|PerformYard", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "PerformYard stands out for having the most flexible review form builder in the category"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|anthropic-small|ThriveSparrow", "prompt": "c174-m3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ThriveSparrow earned a 4.8-star rating, with a user-friendly interface"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|challenger-small|Lattice", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Lattice** if you want a balanced, modern platform with broad functionality and relatively strong ease of adoption."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|challenger-small|15Five", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **15Five** if your priority is **manager effectiveness** and a continuous check-in rhythm."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|challenger-small|Leapsome", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Leapsome** if you want performance management tightly linked to **learning and growth**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|challenger-small|Betterworks", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Betterworks** if you need **enterprise OKR discipline** and stronger strategic alignment."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|challenger-small|Culture Amp", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Culture Amp** if your main goal is **engagement insights and people analytics**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|challenger-small|PerformYard", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **PerformYard** if you need **highly customizable reviews** without adopting a full HR suite."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|challenger-small|BambooHR Performance", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR Performance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "simple performance management inside a broader HRIS**, but with less depth and flexibility"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|challenger-small|Workday Performance", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Performance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best when performance is part of a wider **enterprise HR/talent platform**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|challenger-small|SAP SuccessFactors", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Often positioned as a **performance layer** for large organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|challenger-small|Engagedly", "prompt": "c174-m3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Designed to connect **reviews, goals, feedback, development, and recognition** in one system."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|deepseek-small|Lattice", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lattice and Leapsome are the safest \"all-rounder\" choices for most mid-market companies"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|deepseek-small|15Five", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "15Five wins for coaching culture"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|deepseek-small|Leapsome", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Lattice and Leapsome are the safest \"all-rounder\" choices for most mid-market companies"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|deepseek-small|Betterworks", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Betterworks for enterprise strategy alignment"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|deepseek-small|Culture Amp", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Culture Amp for engagement science"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|deepseek-small|BambooHR", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "performance depth is usually shallower than dedicated tools like Lattice"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|deepseek-small|HiBob", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "mid-sized teams (HiBob) that want reviews, goals, and feedback bundled with payroll/HR"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|deepseek-small|Workday", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "far heavier, slower to implement, and costlier than the mid-market tools"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|deepseek-small|SAP SuccessFactors", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "far heavier, slower to implement, and costlier than the mid-market tools"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|deepseek-small|Workhuman", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Workhuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Workhuman**, **Engagedly**, and **ThriveSparrow** (niche picks)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|deepseek-small|Engagedly", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Workhuman**, **Engagedly**, and **ThriveSparrow** (niche picks)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|deepseek-small|ThriveSparrow", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Workhuman**, **Engagedly**, and **ThriveSparrow** (niche picks)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|deepseek-small|Rippling", "prompt": "c174-m3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "BambooHR / HiBob / Rippling — Best if you want it inside your HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|google-small|Lattice", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lattice is unique in how tightly it links **performance to compensation**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|google-small|15Five", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Driving continuous, weekly manager-employee check-ins | **15Five**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|google-small|Betterworks", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Large enterprises requiring highly complex, scaled OKR (Objectives & Key Results) alignment."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|google-small|Culture Amp", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "its performance module is uniquely equipped to tie **sentiment data to performance metrics**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|google-small|Leapsome", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "All-in-one performance, LMS, and strong EU GDPR compliance | **Leapsome**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|google-small|BambooHR", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Having a single system for payroll, core HR, and basic reviews | **HiBob** or **BambooHR**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|google-small|HiBob", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Having a single system for payroll, core HR, and basic reviews | **HiBob** or **BambooHR**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|google-small|Rippling", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "The review modules in HRIS platforms are notoriously rigid."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|google-small|Workday", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "They are typically complex, expensive to customize, and often suffer from lower employee adoption rates"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|google-small|SAP SuccessFactors", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "They are typically complex, expensive to customize, and often suffer from lower employee adoption rates"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|google-small|Teamflect", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Zero friction for a workforce that operates entirely on Microsoft Teams | **Teamflect**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|google-small|PerformYard", "prompt": "c174-m3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Built for HR teams who want **total control over form construction**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|meta-small|15Five", "prompt": "c174-m3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "15Five is considered the best overall"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|meta-small|Leapsome", "prompt": "c174-m3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leapsome is best for employee coaching and development"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|meta-small|Bob", "prompt": "c174-m3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Bob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bob is best for global organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|meta-small|Engagedly", "prompt": "c174-m3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Engagedly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Engagedly is best for goal management"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|meta-small|Lattice", "prompt": "c174-m3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lattice is best for compensation management"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|minimax-small|Workday", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Workday** | Large enterprises | Custom pricing | Comprehensive HCM ecosystem with AI-driven insights"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|minimax-small|BambooHR", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**BambooHR** | SMBs (50-300 employees) | Custom pricing | Best data visualization, user-friendly interface"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|minimax-small|Betterworks", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Betterworks** | Large enterprises | Custom pricing | Continuous performance management, AI-native"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|minimax-small|Leapsome", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Leapsome** | Scaling businesses | Custom pricing | Modular approach, strong learning features"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|minimax-small|Hibob (HiBob)", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Hibob (HiBob)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Hibob (HiBob)** | Mid-market companies | Custom pricing | Easiest to use, modern UX"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|minimax-small|Lattice", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Lattice** | Growing companies | Custom pricing | People management platform with engagement focus"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|minimax-small|Rippling", "prompt": "c174-m3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Rippling** | All-in-one needs | Custom pricing | Unified HR, IT, payroll, and spend management"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|mistral-small|Workday", "prompt": "c174-m3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Workday stands out for its breadth and depth, especially for large, complex organizations."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|mistral-small|BambooHR", "prompt": "c174-m3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BambooHR is best for smaller teams that need a simple, visual, and user-friendly tool."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|mistral-small|Engagedly", "prompt": "c174-m3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Engagedly excels in feedback and engagement, with strong AI-driven insights."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|mistral-small|Betterworks", "prompt": "c174-m3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Betterworks is ideal for large enterprises focused on goal management and analytics."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|mistral-small|Leapsome", "prompt": "c174-m3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leapsome offers a unique blend of HRIS and performance management"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|mistral-small|Hibob (HiBob)", "prompt": "c174-m3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Hibob (HiBob)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Hibob is a modern, flexible choice for scaling businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|moonshot-small|Lattice", "prompt": "c174-m3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Lattice if you want the most polished, integrated platform and have the budget"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|moonshot-small|15Five", "prompt": "c174-m3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose 15Five if you prefer lightweight, continuous feedback over formal reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|moonshot-small|Leapsome", "prompt": "c174-m3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Leapsome if you want performance + learning + engagement at a lower price point"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|moonshot-small|Culture Amp", "prompt": "c174-m3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Culture Amp if employee engagement measurement is your top priority"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|moonshot-small|BambooHR", "prompt": "c174-m3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose BambooHR if you're a smaller company needing basic PM alongside core HR functions"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|moonshot-small|Rippling", "prompt": "c174-m3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Companies wanting performance data tightly integrated with payroll and HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|moonshot-small|Trakstar (Mitratech)", "prompt": "c174-m3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Trakstar (Mitratech)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Enterprise organizations needing structured, audit-ready appraisal workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|moonshot-small|Performance Pro", "prompt": "c174-m3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Performance Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Organizations running formal, structured 360° review cycles"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|openai-small|Lattice", "prompt": "c174-m3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Lattice** if you want a modern, all-around performance operating system."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|openai-small|Culture Amp", "prompt": "c174-m3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Culture Amp** if you care most about engagement, manager quality, and equitable reviews."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|openai-small|Workday Performance Management", "prompt": "c174-m3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday Performance Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** large enterprises already using Workday HCM."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|openai-small|SAP SuccessFactors Performance & Goals", "prompt": "c174-m3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors Performance & Goals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP is typically strongest when you need structured workflows, standardization, and integration with a larger SAP HR ecosystem."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|openai-small|UKG Pro", "prompt": "c174-m3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gartner Peer Insights currently highlights UKG Pro as a trending product in employee performance management."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|openai-small|Betterworks", "prompt": "c174-m3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Betterworks / Profit.co** if your culture is strongly OKR-driven."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|openai-small|15Five", "prompt": "c174-m3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **15Five** if your priority is manager cadence and continuous check-ins."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|openai-small|Profit.co", "prompt": "c174-m3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "organizations that want OKRs plus performance management in one place"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|openai-small|Darwinbox", "prompt": "c174-m3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Darwinbox is often positioned more broadly as an HR platform with performance management as one module"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|openai-small|Avature", "prompt": "c174-m3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Avature tends to be strong on customization and complex processes"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|xai-small|Lattice", "prompt": "c174-m3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** - Best for mid-market to enterprise teams focused on structured performance cycles."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|xai-small|15Five", "prompt": "c174-m3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**15Five** - Best for continuous feedback and manager coaching in SMBs/growing teams."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|xai-small|Workday", "prompt": "c174-m3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for large enterprises needing comprehensive HCM integration."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|xai-small|BambooHR", "prompt": "c174-m3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable all-in-one HR; PM is secondary (clunkier workflows, basic UI)."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|xai-small|Leapsome", "prompt": "c174-m3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for scaling companies linking performance to learning/development."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|xai-small|Rippling", "prompt": "c174-m3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best as part of an all-in-one HR/IT/payroll platform."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|xai-small|Betterworks", "prompt": "c174-m3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others frequently mentioned: Betterworks (OKR-focused enterprises)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|xai-small|HiBob", "prompt": "c174-m3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HiBob (easy-to-use for SMBs)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|xai-small|ThriveSparrow", "prompt": "c174-m3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ThriveSparrow (SMBs with engagement)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|xai-small|Confirm", "prompt": "c174-m3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Confirm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Confirm (AI calibration)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|zai-small|Lattice", "prompt": "c174-m3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lattice** is the go‑to for a comprehensive people‑management suite with strong OKRs, calibration, and compensation integration."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|zai-small|15Five", "prompt": "c174-m3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**15Five** excels at continuous feedback, engagement, and manager coaching."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|zai-small|Betterworks", "prompt": "c174-m3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Betterworks** is built for large enterprises needing deep OKRs, AI talent intelligence, and strategic alignment."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|zai-small|Leapsome", "prompt": "c174-m3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Leapsome** offers a modern, all‑in‑one platform for goals, feedback, learning, and engagement."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|zai-small|BambooHR", "prompt": "c174-m3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong HRIS‑centric options with solid performance capabilities, suited to mid‑size and small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|zai-small|HiBob (Bob)", "prompt": "c174-m3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "HiBob (Bob)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid‑size and global companies needing a modern HRIS with structured reviews and OKRs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|zai-small|Rippling", "prompt": "c174-m3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Teams that want performance tightly synced with payroll, IT, and HR workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|zai-small|Workday", "prompt": "c174-m3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Workday and SAP SuccessFactors** are enterprise‑grade platforms with full HR suites and deep performance features"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|zai-small|SAP SuccessFactors", "prompt": "c174-m3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Very large enterprises with complex, global operations"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m3|zai-small|HROne", "prompt": "c174-m3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "HROne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Mid‑size organizations needing a cost‑effective HRIS with performance management"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|alibaba-small|Profit.co", "prompt": "c174-m4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Profit.co if you strictly need a free tool right now."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|alibaba-small|Zoho People", "prompt": "c174-m4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Zoho People if you want a traditional system that scales cheaply."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|alibaba-small|Effy AI", "prompt": "c174-m4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For teams that hate contracts and minimum commitments, Effy AI is highly recommended."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|alibaba-small|Google Sheets", "prompt": "c174-m4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ideal for simple check-ins and tracking goals if your team is comfortable managing data manually."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|alibaba-small|Notion", "prompt": "c174-m4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers excellent performance review templates"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|alibaba-small|Trello", "prompt": "c174-m4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Trello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Great for visualizing feedback using Kanban boards"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|anthropic-small|Zoho People", "prompt": "c174-m4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho People** is widely recommended as the top choice for tight budgets."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|anthropic-small|Effy AI", "prompt": "c174-m4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Effy AI** is another highly affordable option."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|anthropic-small|Small Improvements", "prompt": "c174-m4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "it's the best budget option for teams that already have 20+ people."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|anthropic-small|PerformYard", "prompt": "c174-m4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "provides customizable options at mid-range pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|anthropic-small|Teamflect", "prompt": "c174-m4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "excellent choice if your company uses Microsoft 365"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|challenger-small|Effy AI", "prompt": "c174-m4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Effy AI** or **Zoho People**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|challenger-small|Zoho People", "prompt": "c174-m4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Zoho People is the better pick if **price is the main constraint**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|challenger-small|Small Improvements", "prompt": "c174-m4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cheapest credible option cited, at **$3/user/month**, but only if you can meet its seat minimum"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|challenger-small|Trakstar", "prompt": "c174-m4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "Trakstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "described as budget-friendly and suitable for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|challenger-small|15Five", "prompt": "c174-m4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "a solid, easy-to-use option, but usually not the cheapest"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|deepseek-small|Effy AI", "prompt": "c174-m4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Effy AI — $2–3/user/month** ⭐ *Best overall budget option*"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|deepseek-small|AssessTEAM", "prompt": "c174-m4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lowest entry cost if you just want the absolute cheapest option"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|deepseek-small|Small Improvements", "prompt": "c174-m4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best budget option once you're past 20 people ... Note: has a **20-user minimum**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|deepseek-small|SimplePerf (BuddiesHR)", "prompt": "c174-m4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "SimplePerf (BuddiesHR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Under 10 employees:** SimplePerf (free) or Effy AI's free tier"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|deepseek-small|EvalFlow", "prompt": "c174-m4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "EvalFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**EvalFlow** — $6/user/month all-inclusive, no contracts, no onboarding fees"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|deepseek-small|BambooHR", "prompt": "c174-m4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "~$17/employee/month for performance (Pro tier); only worth it if you're also replacing your whole HR/payroll stack"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|deepseek-small|Zoho People", "prompt": "c174-m4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "generally cost-effective if you want a broader HR suite"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|deepseek-small|Lattice", "prompt": "c174-m4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "like Lattice at ~$13/seat with a $4,000 annual minimum) are too expensive for small budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|google-small|Teamflect", "prompt": "c174-m4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Teamflect (Free for up to 10 users):** ... **Best for:** Companies already using Microsoft 365."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|google-small|Effy AI", "prompt": "c174-m4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Effy AI (Free for up to 5 users):** ... Extremely budget-friendly at $3/seat/month ... with no minimum seat requirements."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|google-small|Zoho People", "prompt": "c174-m4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho People (Free for up to 5 users):** ... broader free HR platform that includes basic performance tracking."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|google-small|Express Evaluations", "prompt": "c174-m4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Express Evaluations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically built for small businesses, non-profits, and government agencies where budgets are tight"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|google-small|Small Improvements", "prompt": "c174-m4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**The catch:** It has a 20-user minimum, meaning your minimum cost is $60/month"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|google-small|ThriveSparrow", "prompt": "c174-m4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Employee engagement and real-time peer feedback."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|google-small|PerformYard", "prompt": "c174-m4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "PerformYard does not charge any setup, onboarding, or customer support fees"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|google-small|SimplePerf", "prompt": "c174-m4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "SimplePerf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "look for **Slack-native apps** (like SimplePerf)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|meta-small|Small Improvements", "prompt": "c174-m4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best performance management software for a company with a limited budget is Small Improvements"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|meta-small|Zoho People", "prompt": "c174-m4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include Zoho People, Trakstar, Effy AI, Profit.co, 15Five, Lattice, and Notion."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|meta-small|Trakstar", "prompt": "c174-m4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Trakstar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include Zoho People, Trakstar, Effy AI, Profit.co, 15Five, Lattice, and Notion."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|meta-small|Effy AI", "prompt": "c174-m4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include Zoho People, Trakstar, Effy AI, Profit.co, 15Five, Lattice, and Notion."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|meta-small|Profit.co", "prompt": "c174-m4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include Zoho People, Trakstar, Effy AI, Profit.co, 15Five, Lattice, and Notion."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|meta-small|15Five", "prompt": "c174-m4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options include Zoho People, Trakstar, Effy AI, Profit.co, 15Five, Lattice, and Notion."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|meta-small|Lattice", "prompt": "c174-m4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other options include Zoho People, Trakstar, Effy AI, Profit.co, 15Five, Lattice, and Notion."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|meta-small|Notion", "prompt": "c174-m4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other options include Zoho People, Trakstar, Effy AI, Profit.co, 15Five, Lattice, and Notion."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|minimax-small|Zoho People", "prompt": "c174-m4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Free up to 5 users; great if price is the main constraint"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|minimax-small|Profit.co", "prompt": "c174-m4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free up to 5 users; excellent for OKR-focused companies"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|minimax-small|Bitrix24", "prompt": "c174-m4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers unlimited users on basic plan; good for collaboration features"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|minimax-small|OrangeHRM", "prompt": "c174-m4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "OrangeHRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "100% free open-source option; ideal for tech-savvy teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|minimax-small|AssessTeam", "prompt": "c174-m4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "AssessTeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Starts at $2-3 per person/month (one of the cheapest)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|minimax-small|ThriveSparrow", "prompt": "c174-m4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "$5 per person/month; rated 4.8/5 by Forbes"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|minimax-small|Effy AI", "prompt": "c174-m4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Recommended as best overall for small businesses with limited budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|minimax-small|15Five", "prompt": "c174-m4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "$11 per person/month with 14-day free trial"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|minimax-small|BambooHR", "prompt": "c174-m4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "higher price but comprehensive"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|mistral-small|Small Improvements", "prompt": "c174-m4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best performance management software for a company with a limited budget is **Small Improvements**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|mistral-small|Effy AI", "prompt": "c174-m4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong contender is **Effy AI**, which offers a low entry price with no minimum seat requirement"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|mistral-small|BambooHR", "prompt": "c174-m4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BambooHR** is also recommended, though it may be more suited for slightly larger small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|moonshot-small|Small Improvements", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Small Improvements** - Best Budget Choice"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|moonshot-small|WebHR", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "WebHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WebHR** or **Small Improvements** offer excellent value at ~$2-3 per user per month"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|moonshot-small|AssessTEAM", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AssessTEAM** - Best Overall Value"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|moonshot-small|Lattice", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "unlike competitors like Lattice which requires $4,000 annual contracts"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|moonshot-small|Zoho People", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "start with **Zoho People** (free for up to 5 users)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|moonshot-small|Bitrix24", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Bitrix24** (unlimited free users) to test the waters"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|moonshot-small|OrangeHRM", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "OrangeHRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cons: Requires technical expertise to set up and maintain"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|moonshot-small|Odoo Appraisals", "prompt": "c174-m4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Odoo Appraisals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Price: Free and open source"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|openai-small|AssessTEAM", "prompt": "c174-m4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **limited budget**, my best pick is **AssessTEAM**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|openai-small|Hrider", "prompt": "c174-m4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "Hrider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "very strong rating and very low starting price, **about $2.11 per user/month**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|openai-small|Teamflect", "prompt": "c174-m4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you're already on **Microsoft 365**; it has a **free tier**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|openai-small|Lattice", "prompt": "c174-m4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "excellent product, but less budget-friendly because it starts at **$4 per seat/month with a $4,000 annual minimum**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|openai-small|Leapsome", "prompt": "c174-m4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it has a **$6,000 annual minimum**, so it's usually not the cheapest choice"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|xai-small|AssessTEAM", "prompt": "c174-m4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AssessTEAM stands out as one of the top affordable performance management software options"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|xai-small|Synergita", "prompt": "c174-m4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Synergita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives Under $5/user/month:\n1. **Synergita**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|xai-small|Zoho People", "prompt": "c174-m4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho People** (~$1.80/user/month for premium plans, per estimates)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|xai-small|Small Improvements", "prompt": "c174-m4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Small Improvements** ($3/user/month entry tier)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|xai-small|PerformYard", "prompt": "c174-m4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good if you need flexibility over rock-bottom price"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|xai-small|Trakstar", "prompt": "c174-m4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Trakstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**PerformYard** or **Trakstar** ($5\\u2013$10/user/month)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|xai-small|Profit.co", "prompt": "c174-m4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tools like **Profit.co** ... offer free tiers"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|xai-small|ClickUp", "prompt": "c174-m4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**ClickUp** (for goals)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|xai-small|OrangeHRM", "prompt": "c174-m4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "OrangeHRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**OrangeHRM** offer free tiers for core features"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|Profit.co", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have 5 users or fewer, **Profit.co** and **Effy AI** are strong candidates because they give you real, full‑featured performance management"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|AssessTEAM", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Often cited as the cheapest published price; lightweight but functional."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|Effy AI", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Profit.co** or **Effy AI**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|Worxmate", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Worxmate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI‑driven OKR + PMS in one platform; useful if you want OKRs + reviews together."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|Zoho People", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zoho People**’s performance module is an excellent, very affordable choice."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|OrangeHRM", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "OrangeHRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for teams that want an on‑prem or self‑hosted solution and can handle their own IT."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|Bitrix24", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Bitrix24** (free plan with unlimited users) is a good option, though its performance features are more basic."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|Small Improvements", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Try **ThriveSparrow** or **Small Improvements**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|ThriveSparrow", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**ThriveSparrow** or **Lattice** are top contenders."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|Lattice", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "willing to pay a bit more for a polished, analytics‑heavy system:** **ThriveSparrow** or **Lattice**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|15Five", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "~$11/user/month (annual) | Weekly check‑ins, manager‑development focus"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|BambooHR", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Companies that want performance tied directly to HR data."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|Asana", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Goals + project work; reviews can be built as projects or tasks"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|ClickUp", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**OKR‑first:** Profit.co, Worxmate, ClickUp, Weekdone."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|monday.com", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Free plans + paid tiers starting around $7‑$10/user/month"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|Engagedly", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Engagedly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "AI‑assisted 360° feedback, performance reviews, learning integration."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|Weekdone", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Weekdone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**OKR‑first:** Profit.co, Worxmate, ClickUp, Weekdone."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|Synergita", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Synergita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**360° feedback:** ThriveSparrow, Engagedly, Synergita, Effy AI."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m4|zai-small|Teamflect", "prompt": "c174-m4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "**Simple, lightweight:** Small Improvements, Teamflect, AssessTEAM."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|alibaba-small|SAP SuccessFactors", "prompt": "c174-m5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you may still want to avoid the massive implementation time and rigid structure of enterprise suites (like SAP SuccessFactors or Workday)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|alibaba-small|Workday", "prompt": "c174-m5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you may still want to avoid the massive implementation time and rigid structure of enterprise suites (like SAP SuccessFactors or Workday)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|alibaba-small|15Five", "prompt": "c174-m5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "*Top Contenders:* **15Five**, **Lattice**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|alibaba-small|Lattice", "prompt": "c174-m5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Lattice** | You want performance, engagement, and compensation data in one place. High usability."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|alibaba-small|Betterworks", "prompt": "c174-m5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Strategic / OKR Heavy** | **Betterworks** | You have a complex hierarchy"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|alibaba-small|WorkBoard", "prompt": "c174-m5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "WorkBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Top Contenders:* **Betterworks**, **WorkBoard**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|alibaba-small|PerformYard", "prompt": "c174-m5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Workflow Focused** | **PerformYard** | You have very specific, unusual compliance or review forms"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|deepseek-small|HiBob", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**HiBob** — strong HRIS + performance for mid-size (50–10,000)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|deepseek-small|Workleap", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Workleap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Workleap** — lightweight reviews + engagement for mid-sized teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|deepseek-small|Betterworks", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Betterworks** — designed for 500+ mid-market/enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|deepseek-small|Leapsome", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Leapsome** — reviews, goals, engagement, and development"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|deepseek-small|Eletive", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Eletive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Eletive** — 360° feedback and action planning for mid/large teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|deepseek-small|15Five", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**15Five, Lattice, Culture Amp** — also common mid-market choices"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|deepseek-small|Lattice", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**15Five, Lattice, Culture Amp** — also common mid-market choices"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|deepseek-small|Culture Amp", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**15Five, Lattice, Culture Amp** — also common mid-market choices"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|deepseek-small|BambooHR", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If you already have a modern HRIS (like HiBob, BambooHR, or Workday), first explore its performance module"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|deepseek-small|Workday", "prompt": "c174-m5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "If you already have a modern HRIS (like HiBob, BambooHR, or Workday), first explore its performance module"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|google-small|Workday", "prompt": "c174-m5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you aren't yet so massive that you require the heavy, expensive enterprise machinery of Workday or SAP SuccessFactors"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|google-small|SAP SuccessFactors", "prompt": "c174-m5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "heavy, expensive enterprise machinery of Workday or SAP SuccessFactors"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|google-small|Rippling", "prompt": "c174-m5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Your Native HRIS (HiBob / Rippling / BambooHR): Call your current account executive and ask for a sandbox demo of their native performance module."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|google-small|HiBob", "prompt": "c174-m5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Your Native HRIS (HiBob / Rippling / BambooHR)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|google-small|BambooHR", "prompt": "c174-m5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Your Native HRIS (HiBob / Rippling / BambooHR)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|google-small|Lattice", "prompt": "c174-m5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Lattice: The current market leader for high-growth, mid-market companies."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|google-small|Leapsome", "prompt": "c174-m5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Leapsome: A highly customizable, global-first platform."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|google-small|Culture Amp", "prompt": "c174-m5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Culture Amp: The gold standard if your focus is data, science-backed surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|google-small|15Five", "prompt": "c174-m5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "15Five: Ideal if your primary goal is to train and enable middle managers"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|mistral-small|Lattice", "prompt": "c174-m5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist vendors: Lattice, 15Five, Culture Amp, Leapsome, PerformYard, BambooHR Performance, etc."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|mistral-small|15Five", "prompt": "c174-m5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist vendors: Lattice, 15Five, Culture Amp, Leapsome, PerformYard, BambooHR Performance, etc."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|mistral-small|Culture Amp", "prompt": "c174-m5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist vendors: Lattice, 15Five, Culture Amp, Leapsome, PerformYard, BambooHR Performance, etc."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|mistral-small|Leapsome", "prompt": "c174-m5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist vendors: Lattice, 15Five, Culture Amp, Leapsome, PerformYard, BambooHR Performance, etc."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|mistral-small|PerformYard", "prompt": "c174-m5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist vendors: Lattice, 15Five, Culture Amp, Leapsome, PerformYard, BambooHR Performance, etc."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|mistral-small|BambooHR Performance", "prompt": "c174-m5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "BambooHR Performance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist vendors: Lattice, 15Five, Culture Amp, Leapsome, PerformYard, BambooHR Performance, etc."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|moonshot-small|Lattice", "prompt": "c174-m5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Lattice** | Full people platform (performance + engagement + compensation) | Strong UX and adoption"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|moonshot-small|Betterworks", "prompt": "c174-m5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Betterworks** | Connecting performance to business strategy | Deep OKR and calibration features"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|moonshot-small|Leapsome", "prompt": "c174-m5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Leapsome** | Linking performance to learning & development | Modular pricing, highly customizable"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|moonshot-small|15Five", "prompt": "c174-m5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**15Five** | Continuous feedback and 1:1s | Manager coaching tools"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|moonshot-small|HiBob", "prompt": "c174-m5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**HiBob** | If you need an integrated HRIS + performance | Modern interface, flexible reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|xai-small|Lattice", "prompt": "c174-m5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options for your size include Lattice, 15Five, Betterworks, Leapsome, and ClearCompany—request demos from 3-5 to compare."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|xai-small|15Five", "prompt": "c174-m5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options for your size include Lattice, 15Five, Betterworks, Leapsome, and ClearCompany"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|xai-small|Betterworks", "prompt": "c174-m5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options for your size include Lattice, 15Five, Betterworks, Leapsome, and ClearCompany"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|xai-small|Leapsome", "prompt": "c174-m5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options for your size include Lattice, 15Five, Betterworks, Leapsome, and ClearCompany"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m5|xai-small|ClearCompany", "prompt": "c174-m5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "ClearCompany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options for your size include Lattice, 15Five, Betterworks, Leapsome, and ClearCompany"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|alibaba-small|Workday", "prompt": "c174-m6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** Workday, SAP, or Oracle if you are a small-to-mid-size business (under 500 employees)."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|alibaba-small|SAP SuccessFactors", "prompt": "c174-m6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** Workday, SAP, or Oracle if you are a small-to-mid-size business"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|alibaba-small|Oracle HCM Cloud", "prompt": "c174-m6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid** Workday, SAP, or Oracle if you are a small-to-mid-size business"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|alibaba-small|Cornerstone (formerly CSOD)", "prompt": "c174-m6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Cornerstone (formerly CSOD)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** Cornerstone if you prioritize ease-of-use and modern UI."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|alibaba-small|Lattice", "prompt": "c174-m6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compared to younger competitors like Lattice or Culture Amp"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|alibaba-small|Culture Amp", "prompt": "c174-m6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compared to younger competitors like Lattice or Culture Amp"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|alibaba-small|Qualtrics XM", "prompt": "c174-m6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Qualtrics XM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Be Cautious** about Qualtrics unless you have a dedicated People Analytics team."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|alibaba-small|15Five", "prompt": "c174-m6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be wary of tools like **15Five** (which is generally well-regarded but expensive)."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|challenger-small|Lattice", "prompt": "c174-m6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Lattice** is not framed as \"bad,\" but it is flagged for **hidden pricing**, a **mandatory sales call**, and **limited breadth**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|challenger-small|BambooHR", "prompt": "c174-m6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "presented more as **HRIS choices** that can handle performance, so they may be less ideal if you want a deep, dedicated performance-management program"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|challenger-small|Rippling", "prompt": "c174-m6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "presented more as **HRIS choices** that can handle performance, so they may be less ideal if you want a deep, dedicated performance-management program"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|challenger-small|Workday", "prompt": "c174-m6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strong for enterprise scale, but that also implies it is a better fit for larger organizations than for teams seeking simplicity"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|deepseek-small|Workday", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Several expert sources explicitly say to avoid it for SMBs."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|deepseek-small|PerformYard", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cumbersome goal-updating process... Difficult navigation and a steep learning curve"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|deepseek-small|7Geese", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "7Geese", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Limited customization options... No mobile app... Outdated, clunky UI"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|deepseek-small|Teamflect", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These aren't \"bad,\" but reviewers warn about: Missing core HR functions"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|deepseek-small|Engage", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Engage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These aren't \"bad,\" but reviewers warn about: Missing core HR functions"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|deepseek-small|Saba", "prompt": "c174-m6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Saba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Very large enterprise HCM suites (Workday, Saba) are powerful but painful for SMBs."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|google-small|Workday", "prompt": "c174-m6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious of: All-in-One Enterprise HRIS Modules (e.g., Workday, SAP SuccessFactors)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|google-small|SAP SuccessFactors", "prompt": "c174-m6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "notorious for rigid, hierarchical workflows, date-dependency bugs, and \"click-heavy,\" non-intuitive user interfaces"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|google-small|BambooHR", "prompt": "c174-m6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "many users caution against relying heavily on its built-in performance evaluation add-on"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|google-small|Lattice", "prompt": "c174-m6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious of: Heavy Point Solutions if you are a small team (e.g., Lattice, 15Five)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|google-small|Culture Amp", "prompt": "c174-m6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you may find yourself needing to integrate an external tool like Lattice or Culture Amp anyway"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|google-small|15Five", "prompt": "c174-m6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "users often note limited customization options for unique reporting structures and a steep learning curve"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|mistral-small|TriNet Perform Reviews", "prompt": "c174-m6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "TriNet Perform Reviews", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Users consistently report it is not intuitive or user-friendly."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|mistral-small|BambooHR", "prompt": "c174-m6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Limited features and customization options, making it less effective for complex HR needs."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|mistral-small|Gusto", "prompt": "c174-m6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Poor customer service and limited functionality for performance management purposes."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|mistral-small|Workday Talent", "prompt": "c174-m6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "Workday Talent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Implementation is heavy and may be overpriced for smaller organizations."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|mistral-small|Lattice", "prompt": "c174-m6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Continuous performance management features lag behind competitors like Lattice."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|mistral-small|Teamflect", "prompt": "c174-m6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Most negative feedback centers on the lack of core HR functionalities"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|mistral-small|15Five", "prompt": "c174-m6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Users note issues with customization and complexity, which can make the platform cumbersome"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|moonshot-small|BambooHR", "prompt": "c174-m6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious if you need robust performance management... its performance module is basic"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|moonshot-small|Gusto", "prompt": "c174-m6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Approach carefully if performance management is a priority."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|moonshot-small|SAP SuccessFactors", "prompt": "c174-m6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caution for smaller or mid-market teams... Heavy and complex for smaller teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|moonshot-small|Lattice", "prompt": "c174-m6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "better-regarded alternatives—though note Lattice draws criticism for higher pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|moonshot-small|15Five", "prompt": "c174-m6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consistently highlight **Lattice, 15Five, Culture Amp, Betterworks, and Leapsome** as better-regarded alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|moonshot-small|Culture Amp", "prompt": "c174-m6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "as better-regarded alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|moonshot-small|Betterworks", "prompt": "c174-m6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "as better-regarded alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|moonshot-small|Leapsome", "prompt": "c174-m6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "as better-regarded alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|openai-small|Bravely", "prompt": "c174-m6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "Bravely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Bravely is described as a coaching platform and not a comprehensive performance-management suite, so it may be a poor fit"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|openai-small|SAP’s SuccessFactors Sales Performance Management", "prompt": "c174-m6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "SAP’s SuccessFactors Sales Performance Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "has had documented security-update and cipher-change notices ... a reminder to assess vendor security posture and upgrade burden before committing"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|xai-small|Lattice", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Steep learning curve and not always user-friendly... pricey ($14-22/user/month) for smaller teams (<50)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|xai-small|15Five", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Weak advanced analytics/reporting (paywalled); check-ins can feel heavy/repetitive."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|xai-small|BambooHR", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Limited features and customization for dedicated performance management... Clunky/outdated UI; not ideal if PM is your primary need."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|xai-small|PerformYard", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Clunky, non-intuitive interface; poor reporting and search. Contract lock-in issues (hard to cancel)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|xai-small|Leapsome", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top alternatives with fewer complaints: Leapsome, ThriveSparrow, or Teamflect"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|xai-small|Profit.co", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Profit.co", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High minimums hurt small orgs: ... Profit.co (low support scores)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|xai-small|ThriveSparrow", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Top alternatives with fewer complaints: Leapsome, ThriveSparrow, or Teamflect"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|xai-small|Teamflect", "prompt": "c174-m6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Teamflect (high ease-of-use/support)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|zai-small|BambooHR", "prompt": "c174-m6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: BambooHR (performance module)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|zai-small|Gusto", "prompt": "c174-m6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: It's a payroll and benefits platform first; its performance module is often viewed as an afterthought"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|zai-small|Teamflect", "prompt": "c174-m6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid: If you rely on built-in HR tools (time tracking, comp, benefits), Teamflect may leave critical gaps."}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|zai-small|PerformYard", "prompt": "c174-m6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid: ... PerformYard"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|zai-small|15Five", "prompt": "c174-m6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid: ... 15Five (complexity concerns)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-m6|zai-small|Paycor Perform", "prompt": "c174-m6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Paycor Perform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Paycor Perform (severe user dissatisfaction)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|alibaba-small|ThriveSparrow", "prompt": "c174-s1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall & Most Feature-Rich: **ThriveSparrow**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|alibaba-small|Effy AI", "prompt": "c174-s1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Simplicity & Speed (No HR Dept): **Effy AI**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|alibaba-small|BambooHR", "prompt": "c174-s1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Need a Full HR Suite: **BambooHR**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|alibaba-small|Zoho People", "prompt": "c174-s1", "model": "alibaba-small", "cat": "performance-management", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "look at **Zoho People** (though it has a steeper learning curve)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|anthropic-small|15Five", "prompt": "c174-s1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**15Five** - Best for weekly check-ins and manager rhythm"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|anthropic-small|PerformYard", "prompt": "c174-s1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for flexible review cycles"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|anthropic-small|Lattice", "prompt": "c174-s1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for small to midsize companies seeking a modern, easy-to-adopt platform"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|anthropic-small|BambooHR", "prompt": "c174-s1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "handles both HR tasks and performance management, BambooHR is an excellent choice"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|anthropic-small|TinyPulse", "prompt": "c174-s1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "TinyPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "simplicity of TinyPulse makes it ideal for small and medium-sized businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|anthropic-small|Small Improvements", "prompt": "c174-s1", "model": "anthropic-small", "cat": "performance-management", "variant": "direct", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for budget-conscious teams that need solid review functionality"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|challenger-small|Lattice", "prompt": "c174-s1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **Lattice**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|challenger-small|BambooHR", "prompt": "c174-s1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** is the safer choice when you also want an HR system around it"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|challenger-small|Effy AI", "prompt": "c174-s1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want lightweight, quick setup:** **Effy AI**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|challenger-small|Teamflect", "prompt": "c174-s1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you live in Microsoft 365 / Teams:** **Teamflect**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|challenger-small|Zoho People", "prompt": "c174-s1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if budget is the main constraint:** **Zoho People**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|challenger-small|Profit.co", "prompt": "c174-s1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for strategy/OKR-heavy teams:** **Profit.co** or **Peoplebox**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|challenger-small|Peoplebox", "prompt": "c174-s1", "model": "challenger-small", "cat": "performance-management", "variant": "direct", "raw": "Peoplebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for strategy/OKR-heavy teams:** **Profit.co** or **Peoplebox**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|deepseek-small|Leapsome", "prompt": "c174-s1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies under ~100 employees, **Leapsome** is the safest high-value choice"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|deepseek-small|Lattice", "prompt": "c174-s1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The most complete \"performance operating system.\" ... Note: Heavier and pricier than needed for very small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|deepseek-small|15Five", "prompt": "c174-s1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for continuous, manager-led feedback"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|deepseek-small|Effy AI", "prompt": "c174-s1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're especially budget-constrained or need something live within days, **Effy AI** is the fastest, cheapest start."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|deepseek-small|Small Improvements", "prompt": "c174-s1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good budget option once you have 20+ people."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|deepseek-small|Zoho People", "prompt": "c174-s1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if price is the binding constraint and you're outside the US."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|deepseek-small|PerformYard", "prompt": "c174-s1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you have a rigid review process you refuse to change."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|deepseek-small|BambooHR", "prompt": "c174-s1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "performance requires the expensive Pro tier (~$17/employee/month), so only worth it if you're replacing your whole HR stack."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|deepseek-small|Culture Amp", "prompt": "c174-s1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Culture Amp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Might be overkill / worth avoiding for small B2B ... more enterprise-oriented; usually too heavy"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|deepseek-small|Betterworks", "prompt": "c174-s1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Might be overkill / worth avoiding for small B2B ... more enterprise-oriented; usually too heavy"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|deepseek-small|Profit.co", "prompt": "c174-s1", "model": "deepseek-small", "cat": "performance-management", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "OKR-driven B2B execution → **Leapsome** or **Profit.co**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|google-small|Effy AI", "prompt": "c174-s1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Budgets, speed, and rapid setup... Effy AI is excellent... If you want zero commitment and to pay as you go month-to-month, go with Effy AI."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|google-small|Teamflect", "prompt": "c174-s1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Companies heavily embedded in the Microsoft 365 ecosystem."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|google-small|15Five", "prompt": "c174-s1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Continuous feedback and developing junior managers."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|google-small|Profit.co", "prompt": "c174-s1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Strategy-driven B2B teams focused heavily on OKRs."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|google-small|Lattice", "prompt": "c174-s1", "model": "google-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they enforce a steep minimum annual commitment ($3,000 to $4,000), making it impractical for teams under 30 people."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|meta-small|ThriveSparrow", "prompt": "c174-s1", "model": "meta-small", "cat": "performance-management", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best performance management software for a small B2B company is ThriveSparrow, according to Forbes."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|meta-small|BambooHR", "prompt": "c174-s1", "model": "meta-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include BambooHR, Effy AI, and Zoho People."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|meta-small|Effy AI", "prompt": "c174-s1", "model": "meta-small", "cat": "performance-management", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include BambooHR, Effy AI, and Zoho People."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|meta-small|Zoho People", "prompt": "c174-s1", "model": "meta-small", "cat": "performance-management", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include BambooHR, Effy AI, and Zoho People."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|minimax-small|Effy AI", "prompt": "c174-s1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Quick setup with no minimum seats or contracts."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|minimax-small|BambooHR", "prompt": "c174-s1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Formalizing performance reviews and growing businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|minimax-small|Zoho People", "prompt": "c174-s1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Budget-conscious companies, especially outside the US."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|minimax-small|ThriveSparrow", "prompt": "c174-s1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Most SMBs, according to Forbes (rated 4.8/5)."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|minimax-small|Lattice", "prompt": "c174-s1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Dedicated performance management with robust features."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|minimax-small|Hrider", "prompt": "c174-s1", "model": "minimax-small", "cat": "performance-management", "variant": "direct", "raw": "Hrider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: High customer satisfaction (4.9/5)."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|mistral-small|ThriveSparrow", "prompt": "c174-s1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **ThriveSparrow** is often the best all-around choice"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|mistral-small|Effy AI", "prompt": "c174-s1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Effy AI** and **BambooHR** are strong alternatives depending on your priorities"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|mistral-small|BambooHR", "prompt": "c174-s1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Effy AI** and **BambooHR** are strong alternatives depending on your priorities"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|mistral-small|Zoho People", "prompt": "c174-s1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A cost-effective option, especially if you are outside the US"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|mistral-small|TINYpulse", "prompt": "c174-s1", "model": "mistral-small", "cat": "performance-management", "variant": "direct", "raw": "TINYpulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers simple pulse surveys and peer recognition"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|moonshot-small|15Five", "prompt": "c174-s1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. 15Five** – Best Overall for Small Businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|moonshot-small|BambooHR", "prompt": "c174-s1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose BambooHR** if you also need a full HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|moonshot-small|Lattice", "prompt": "c174-s1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More expensive; longer implementation (8-12 weeks); may be overkill for very small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|moonshot-small|ThriveSparrow", "prompt": "c174-s1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rating:** 4.8/5 (Forbes Advisor)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|moonshot-small|Effy AI", "prompt": "c174-s1", "model": "moonshot-small", "cat": "performance-management", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Effy AI** if you need to get started immediately with minimal commitment"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|openai-small|Leapsome", "prompt": "c174-s1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my best overall pick is **Leapsome** if you want the strongest all-around performance management platform"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|openai-small|BambooHR", "prompt": "c174-s1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BambooHR** or **Lattice** if you want something simpler and more mainstream"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|openai-small|Lattice", "prompt": "c174-s1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lattice** strong for structured goals/feedback"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|openai-small|Teamflect", "prompt": "c174-s1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you use Microsoft 365 heavily:** **Teamflect**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|openai-small|AssessTEAM", "prompt": "c174-s1", "model": "openai-small", "cat": "performance-management", "variant": "direct", "raw": "AssessTEAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best budget-friendly option:** **AssessTEAM** — lowest starting price"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|xai-small|Effy AI", "prompt": "c174-s1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start here if budget-tight & simple:** Effy AI—deploy reviews this week."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|xai-small|BambooHR", "prompt": "c174-s1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need integrated HR?** BambooHR—ideal for B2B ops without separate tools."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|xai-small|15Five", "prompt": "c174-s1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Continuous feedback & engagement ... High ease-of-use ratings, remote-friendly | Pricier for basics only"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|xai-small|Lattice", "prompt": "c174-s1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**15Five** or **Lattice** | Continuous feedback & engagement"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|xai-small|PerformYard", "prompt": "c174-s1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Customizable review cycles | Flexible templates, 360s, goal tracking"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|xai-small|ThriveSparrow", "prompt": "c174-s1", "model": "xai-small", "cat": "performance-management", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ThriveSparrow** (Forbes top pick) | AI-driven SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|zai-small|ThriveSparrow", "prompt": "c174-s1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the highest-rated, all-around solution: Go with **ThriveSparrow**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|zai-small|Lattice", "prompt": "c174-s1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "All-in-one HR platform, 4.7★ G2 rating, integrates with HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|zai-small|15Five", "prompt": "c174-s1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Weekly check-ins, manager adoption focus, great UX"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|zai-small|Leapsome", "prompt": "c174-s1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best overall for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|zai-small|Effy AI", "prompt": "c174-s1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need a simple, affordable option with no minimums: Try **Effy AI**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|zai-small|BambooHR", "prompt": "c174-s1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**BambooHR**'s performance module is a safe, integrated choice."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s1|zai-small|Teamflect", "prompt": "c174-s1", "model": "zai-small", "cat": "performance-management", "variant": "direct", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you use Microsoft 365 extensively: **Teamflect** is a great fit."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|alibaba-small|Lattice", "prompt": "c174-s2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best \"All-Around\" Choice: **Lattice** ... widely considered the leader for small-to-mid-sized businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|alibaba-small|BambooHR", "prompt": "c174-s2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best All-in-One HR Solution: **BambooHR** ... It is more expensive than standalone tools."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|alibaba-small|Effy AI", "prompt": "c174-s2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Effy AI if you are a very small team wanting zero friction."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|alibaba-small|Zoho People", "prompt": "c174-s2", "model": "alibaba-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Strict Budgets: **Zoho People** ... interface is slightly less polished"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|anthropic-small|BambooHR", "prompt": "c174-s2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**360-degree feedback tools** (like BambooHR, 15Five, or Lattice)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|anthropic-small|15Five", "prompt": "c174-s2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(like BambooHR, 15Five, or Lattice)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|anthropic-small|Lattice", "prompt": "c174-s2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(like BambooHR, 15Five, or Lattice)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|anthropic-small|Guidepoint", "prompt": "c174-s2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Guidepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Simple, lightweight tools** (like Guidepoint, Small Improvements)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|anthropic-small|Small Improvements", "prompt": "c174-s2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Simple, lightweight tools** (like Guidepoint, Small Improvements)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|anthropic-small|Zenefits", "prompt": "c174-s2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Zenefits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Integrated HR platforms** (like Guidepoint, Zenefits, or Rippling)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|anthropic-small|Rippling", "prompt": "c174-s2", "model": "anthropic-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Integrated HR platforms** (like Guidepoint, Zenefits, or Rippling)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|challenger-small|BambooHR", "prompt": "c174-s2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BambooHR** if you want the safest all-around choice"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|challenger-small|Small Improvements", "prompt": "c174-s2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Small Improvements** or **Trakstar** are strong alternatives for smaller teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|challenger-small|Trakstar", "prompt": "c174-s2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Trakstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Small Improvements** or **Trakstar** are strong alternatives for smaller teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|challenger-small|Effy AI", "prompt": "c174-s2", "model": "challenger-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Effy AI** is also a strong SMB option because it is described as having no minimums and no contract"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|deepseek-small|Effy AI", "prompt": "c174-s2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Effy AI** if you want to keep it simple and cheap"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|deepseek-small|BambooHR", "prompt": "c174-s2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if** you're replacing your whole HR stack and can absorb the higher tier"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|deepseek-small|Lattice", "prompt": "c174-s2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you expect to scale past ~200 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|deepseek-small|Zoho People", "prompt": "c174-s2", "model": "deepseek-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is a solid value option that includes performance reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|google-small|Peoplebox", "prompt": "c174-s2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Peoplebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your B2B sales/account teams are highly metric-driven and you want to **integrate CRM data into reviews**: **Choose Peoplebox**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|google-small|15Five", "prompt": "c174-s2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your main focus is **training, retention, and coaching** your sales and support reps: **Choose 15Five**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|google-small|Teamflect", "prompt": "c174-s2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company **already lives inside Microsoft Teams**: **Choose Teamflect**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|google-small|PerformYard", "prompt": "c174-s2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a **highly customizable, traditional, and affordable** process: **Choose PerformYard**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|google-small|Effy.ai", "prompt": "c174-s2", "model": "google-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Effy.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Designed specifically for fast-growing small businesses and startups with zero HR overhead."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|meta-small|Lattice", "prompt": "c174-s2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lattice - Best overall platform for teams that want reviews, goals, feedback, and engagement in one place with strong AI assistance."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|meta-small|PerformYard", "prompt": "c174-s2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for custom workflows when you want to control every step of the review process."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|meta-small|Trakstar", "prompt": "c174-s2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Trakstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small companies that want a simpler operating model without heavy setup."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|meta-small|HiBob", "prompt": "c174-s2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for a broader people-ops stack when you want reviews inside a full HR platform"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|meta-small|BambooHR", "prompt": "c174-s2", "model": "meta-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A comprehensive HR tool suite for small and medium-sized businesses seeking a single platform for complete talent management."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|minimax-small|Lattice", "prompt": "c174-s2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick: **Lattice**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|minimax-small|ThriveSparrow", "prompt": "c174-s2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If user experience matters most: **ThriveSparrow**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|minimax-small|Effy AI", "prompt": "c174-s2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a truly \"no-contract\" start: **Effy AI**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|minimax-small|BambooHR", "prompt": "c174-s2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When you want a full HR suite"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|minimax-small|Zoho People", "prompt": "c174-s2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget-constrained, non-US companies"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|minimax-small|Trakstar", "prompt": "c174-s2", "model": "minimax-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Trakstar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Simplest \"talent development\" pack"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|mistral-small|Lattice", "prompt": "c174-s2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Lattice** as the top performance review tool"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|mistral-small|Zoho People", "prompt": "c174-s2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho People** is another strong choice, though it may require more customization"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|mistral-small|Effy AI", "prompt": "c174-s2", "model": "mistral-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For businesses looking for a quick setup with no minimum or contract, **Effy AI** is worth considering."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|moonshot-small|ThriveSparrow", "prompt": "c174-s2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## **Top Recommendation: ThriveSparrow**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|moonshot-small|Lattice", "prompt": "c174-s2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "not as complex (or expensive) as enterprise tools like Lattice or Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|moonshot-small|Workday", "prompt": "c174-s2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "not as complex (or expensive) as enterprise tools like Lattice or Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|moonshot-small|Effy AI", "prompt": "c174-s2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget/Lightweight Option: Effy AI"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|moonshot-small|BambooHR", "prompt": "c174-s2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if You Need a Full HR Suite: BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|moonshot-small|Notion", "prompt": "c174-s2", "model": "moonshot-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Effy AI** or even simple spreadsheets/Notion templates"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|openai-small|Lattice", "prompt": "c174-s2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Lattice** if you want a solid all-around performance review tool"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|openai-small|Leapsome", "prompt": "c174-s2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "while also noting Leapsome as its overall small-business pick"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|openai-small|Small Improvements", "prompt": "c174-s2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best simple, lean option:** Small Improvements"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|openai-small|AssessTEAM", "prompt": "c174-s2", "model": "openai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "AssessTEAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best low-cost option:** AssessTEAM"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|xai-small|15Five", "prompt": "c174-s2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend 15Five as the top performance review tool for a small B2B business."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|xai-small|Lattice", "prompt": "c174-s2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Too pricey/minimum-heavy for <50"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|xai-small|Effy AI", "prompt": "c174-s2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need AI-automated reviews ASAP, tiniest budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|xai-small|BambooHR Performance", "prompt": "c174-s2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR Performance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already using their HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|xai-small|PerformYard", "prompt": "c174-s2", "model": "xai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Heavy customization"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|zai-small|ThriveSparrow", "prompt": "c174-s2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ThriveSparrow** is the best overall pick—it’s the highest‑rated performance‑management platform for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|zai-small|15Five", "prompt": "c174-s2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you’d prefer a lighter, continuous‑feedback approach, **15Five** is a close runner‑up."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s2|zai-small|BambooHR", "prompt": "c174-s2", "model": "zai-small", "cat": "performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you’re also looking to replace your whole HR stack, **BambooHR** is worth considering."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|alibaba-small|Effy AI", "prompt": "c174-s3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Effy AI (Best for Budget & Speed) ... ideal for micro-businesses or startups testing the waters."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|alibaba-small|ThriveSparrow", "prompt": "c174-s3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ThriveSparrow (Best for AI-Powered Workflows)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|alibaba-small|Lattice", "prompt": "c174-s3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice is widely considered the gold standard for companies moving away from annual reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|alibaba-small|15Five", "prompt": "c174-s3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "15Five (Best for Engagement & Check-ins)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|alibaba-small|BambooHR", "prompt": "c174-s3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BambooHR (Best for Integrated HR Operations)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|alibaba-small|PerformYard", "prompt": "c174-s3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "PerformYard is highly flexible, allowing you to design custom forms and rating scales."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|alibaba-small|Small Improvements", "prompt": "c174-s3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it often requires a *minimum* of 20 seats, which can spike the bill for a small team"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|alibaba-small|Zoho People", "prompt": "c174-s3", "model": "alibaba-small", "cat": "performance-management", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**BambooHR** and **Zoho People** function as operating systems for the whole company."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|anthropic-small|BambooHR", "prompt": "c174-s3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "BambooHR is an HRIS that includes performance management alongside employee records"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|anthropic-small|PerformYard", "prompt": "c174-s3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "full-suite platforms like PerformYard and Leapsome offer more structure but require more setup and ownership"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|anthropic-small|Small Improvements", "prompt": "c174-s3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "best for budget-conscious teams that need solid review functionality"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|anthropic-small|Leapsome", "prompt": "c174-s3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leapsome combines performance management with employee engagement surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|anthropic-small|Taito.ai", "prompt": "c174-s3", "model": "anthropic-small", "cat": "performance-management", "variant": "comparative", "raw": "Taito.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lightweight tools like Taito.ai prioritize fast adoption, continuous feedback, and low overhead"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|challenger-small|Effy AI", "prompt": "c174-s3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pick Effy AI** if you want the fastest, lowest-friction setup for a small team."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|challenger-small|Small Improvements", "prompt": "c174-s3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "one source notes a **20-user minimum**, which matters for very small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|challenger-small|BambooHR", "prompt": "c174-s3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick BambooHR** if you need performance management inside a broader HR stack."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|challenger-small|15Five", "prompt": "c174-s3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pick 15Five** if you want manager coaching and recurring check-ins"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|challenger-small|PerformYard", "prompt": "c174-s3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pick PerformYard** if your review process is already defined and needs customization."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|challenger-small|Lattice", "prompt": "c174-s3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pick Lattice or Leapsome** if you want a more complete platform that can grow with the company."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|challenger-small|Leapsome", "prompt": "c174-s3", "model": "challenger-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Often chosen as an **all-in-one** platform connecting reviews, goals, feedback, learning, and engagement."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|deepseek-small|Lattice", "prompt": "c174-s3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Lattice** is the upgrade path as you grow and want everything in one system."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|deepseek-small|15Five", "prompt": "c174-s3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**15Five** and **Leapsome** usually give the best balance of cost and adoption"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|deepseek-small|BambooHR", "prompt": "c174-s3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Do you need a full HR system (payroll, leave) → BambooHR/Zoho"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|deepseek-small|Leapsome", "prompt": "c174-s3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**15Five** and **Leapsome** usually give the best balance of cost and adoption"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|deepseek-small|Zoho", "prompt": "c174-s3", "model": "deepseek-small", "cat": "performance-management", "variant": "comparative", "raw": "Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Do you need a full HR system (payroll, leave) → BambooHR/Zoho"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|google-small|Workday", "prompt": "c174-s3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional enterprise performance software (like Workday, SAP, or even Lattice...) is usually overkill"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|google-small|SAP", "prompt": "c174-s3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "traditional enterprise performance software (like Workday, SAP, or even Lattice...) is usually overkill"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|google-small|Lattice", "prompt": "c174-s3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "even Lattice, which has a hefty $4,000 annual minimum) is usually overkill"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|google-small|Effy AI", "prompt": "c174-s3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose Effy AI if you want the cheapest, fastest option, use Slack, and want AI to help you write review summaries"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|google-small|Teamflect", "prompt": "c174-s3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose Teamflect if your team relies heavily on Microsoft Teams and you want zero-friction adoption."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|google-small|Small Improvements", "prompt": "c174-s3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Small Improvements if you want a warm, feedback-centric platform"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|google-small|15Five", "prompt": "c174-s3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose 15Five if you want a structured tool to help teach your managers how to coach"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|google-small|PerformYard", "prompt": "c174-s3", "model": "google-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose PerformYard if you have a unique, custom review process"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|meta-small|ThriveSparrow", "prompt": "c174-s3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top performance management platforms for a small team are:\n\n1. ThriveSparrow"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|meta-small|BambooHR", "prompt": "c174-s3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|meta-small|Effy AI", "prompt": "c174-s3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Effy AI"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|meta-small|PerformYard", "prompt": "c174-s3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. PerformYard"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|meta-small|Small Improvements", "prompt": "c174-s3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Small Improvements"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|meta-small|Zoho People", "prompt": "c174-s3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Zoho People"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|meta-small|15Five", "prompt": "c174-s3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. 15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|meta-small|Lattice", "prompt": "c174-s3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Lattice"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|meta-small|Homebase", "prompt": "c174-s3", "model": "meta-small", "cat": "performance-management", "variant": "comparative", "raw": "Homebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Homebase"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|minimax-small|Effy AI", "prompt": "c174-s3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses under 50 employees, **Effy AI** or **Leapsome** offer the best balance of features, ease of use, and pricing."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|minimax-small|Leapsome", "prompt": "c174-s3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Effy AI** or **Leapsome** offer the best balance of features, ease of use, and pricing."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|minimax-small|15Five", "prompt": "c174-s3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Continuous feedback and engagement"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|minimax-small|BambooHR", "prompt": "c174-s3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Companies needing HR + performance management"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|minimax-small|Small Improvements", "prompt": "c174-s3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Budget-conscious teams with 20+ people"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|minimax-small|ThriveSparrow", "prompt": "c174-s3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Most SMBs according to Forbes"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|minimax-small|Profit.co", "prompt": "c174-s3", "model": "minimax-small", "cat": "performance-management", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Strategy-driven teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|mistral-small|Effy AI", "prompt": "c174-s3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small teams wanting to get reviews running quickly. ... Effy and ThriveSparrow are noted for being user-friendly and quick to set up."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|mistral-small|PerformYard", "prompt": "c174-s3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Companies that want to keep their existing review process but need software support."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|mistral-small|Small Improvements", "prompt": "c174-s3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Budget-conscious teams with 20+ people."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|mistral-small|BambooHR", "prompt": "c174-s3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Teams that also need payroll and a full HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|mistral-small|Zoho People", "prompt": "c174-s3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Teams on a tight budget."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|mistral-small|15Five", "prompt": "c174-s3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Ongoing feedback and employee engagement."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|mistral-small|Lattice", "prompt": "c174-s3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Teams wanting a dedicated, comprehensive performance management system."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|mistral-small|ThriveSparrow", "prompt": "c174-s3", "model": "mistral-small", "cat": "performance-management", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "highlighted as best for most SMBs due to AI and user-friendly features"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|moonshot-small|Effy AI", "prompt": "c174-s3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most teams under 20 people, start with **Effy AI** or **15Five**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|moonshot-small|15Five", "prompt": "c174-s3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most teams under 20 people, start with **Effy AI** or **15Five**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|moonshot-small|BambooHR", "prompt": "c174-s3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need payroll and core HR in the same login, **BambooHR** is the practical choice."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|moonshot-small|Small Improvements", "prompt": "c174-s3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "requires at least 20 users, making it a budget win only once you hit that threshold"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|moonshot-small|Lattice", "prompt": "c174-s3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Polished and feature-rich, but can be overkill for very small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|moonshot-small|PerformYard", "prompt": "c174-s3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the most accommodating if you already have a bespoke review process"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|moonshot-small|Culture Amp", "prompt": "c174-s3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong survey and analytics heritage; performance is secondary"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|moonshot-small|Leapsome", "prompt": "c174-s3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**EU data residency + comp planning** | **Leapsome**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|moonshot-small|EvalFlow", "prompt": "c174-s3", "model": "moonshot-small", "cat": "performance-management", "variant": "comparative", "raw": "EvalFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Lightweight:** Effy AI, Small Improvements, and EvalFlow are deliberately minimal"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|openai-small|Lattice", "prompt": "c174-s3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need the best simple structured system?** → **Lattice**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|openai-small|15Five", "prompt": "c174-s3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Want reviews + engagement + manager development?** → **15Five**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|openai-small|AssessTEAM", "prompt": "c174-s3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "AssessTEAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often a better fit for **budget-conscious small businesses**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|openai-small|Leapsome", "prompt": "c174-s3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "calls it the **best overall for small business**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|openai-small|Teamflect", "prompt": "c174-s3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if your team lives in **Microsoft 365**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|openai-small|Quantum Workplace", "prompt": "c174-s3", "model": "openai-small", "cat": "performance-management", "variant": "comparative", "raw": "Quantum Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A good option if you want to combine **performance management with engagement**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|xai-small|Effy AI", "prompt": "c174-s3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Effy/15Five for basics, Lattice for expansion."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|xai-small|15Five", "prompt": "c174-s3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Effy/15Five for basics"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|xai-small|Lattice", "prompt": "c174-s3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice for expansion"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|xai-small|Leapsome", "prompt": "c174-s3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Value-packed performance + development | Requires sales quote; heavier setup for very small groups"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|xai-small|ThriveSparrow", "prompt": "c174-s3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pricing opaque; enterprise-leaning features"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|xai-small|PerformYard", "prompt": "c174-s3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Teams with rigid, custom review processes"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|xai-small|Small Improvements", "prompt": "c174-s3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "include Effy AI, 15Five, Lattice, Leapsome, ThriveSparrow, PerformYard, Small Improvements, and BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|xai-small|BambooHR", "prompt": "c174-s3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "bundles HRIS/payroll if needed, but PM feels secondary"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|xai-small|Zoho People", "prompt": "c174-s3", "model": "xai-small", "cat": "performance-management", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Effy AI and Zoho People (~$3-6) win for budgets <10 users with true free tiers/no commitments"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|zai-small|Effy AI", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want immediate, low‑friction reviews:** Go with **Effy AI** or **Zoho People**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|zai-small|Small Improvements", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget‑conscious teams with 20+ employees who want a lightweight solution"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|zai-small|Zoho People", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with **Effy AI** or **Zoho People** (both free up to 5 users)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|zai-small|15Five", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a simple weekly check‑in cadence:** **15Five**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|zai-small|Lattice", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need a comprehensive all‑in‑one:** **Lattice** or **Leapsome**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|zai-small|Leapsome", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Growth‑stage companies needing modular HR + learning + development"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|zai-small|BambooHR", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**BambooHR** is the most integrated option"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|zai-small|PerformYard", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you need highly configurable cycles:** **PerformYard**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|zai-small|WorkStory", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "WorkStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If your team lives in Slack/Teams:** **WorkStory**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|zai-small|Thrivesparrow", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Thrivesparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you want AI analytics:** **Thrivesparrow**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|zai-small|Trakstar", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Trakstar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Very small teams wanting a simple talent development suite"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|zai-small|Taro", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Taro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "IT teams needing task + performance in one place"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|zai-small|Hrider", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Hrider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Spanish‑speaking teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s3|zai-small|Profit.co", "prompt": "c174-s3", "model": "zai-small", "cat": "performance-management", "variant": "comparative", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Objectives‑first teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|alibaba-small|Zoho People", "prompt": "c174-s4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is extremely tight, Zoho People is widely considered the industry standard for low-cost, full-featured systems."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|alibaba-small|Small Improvements", "prompt": "c174-s4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "this is frequently the top recommendation for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|alibaba-small|ThriveSparrow", "prompt": "c174-s4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best All-Rounder for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|alibaba-small|Effy AI", "prompt": "c174-s4", "model": "alibaba-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Quick Implementation"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|anthropic-small|Small Improvements", "prompt": "c174-s4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Small Improvements offers the best budget entry point"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|anthropic-small|Zoho People", "prompt": "c174-s4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "starts at $6/user/month in the US and $3.50 globally, with a free tier for up to 5 users—best for the tightest budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|anthropic-small|15Five", "prompt": "c174-s4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "15Five ($4-10/employee) and Lattice ($11-20/employee) offer more features"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|anthropic-small|Lattice", "prompt": "c174-s4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "15Five ($4-10/employee) and Lattice ($11-20/employee) offer more features"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|anthropic-small|PerformYard", "prompt": "c174-s4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PerformYard costs $5–10 per person per month, billed annually"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|anthropic-small|Officevibe", "prompt": "c174-s4", "model": "anthropic-small", "cat": "performance-management", "variant": "budget", "raw": "Officevibe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Officevibe offers a free option that works for tiny teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|challenger-small|Zoho People", "prompt": "c174-s4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho People** is explicitly called out as \"best for the tightest budgets.\""}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|challenger-small|Trakstar", "prompt": "c174-s4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "Trakstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong budget-conscious option with pricing around **$5–9/user/month**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|challenger-small|Effy AI", "prompt": "c174-s4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want quick setup, no minimums, and transparent pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|challenger-small|AssessTEAM", "prompt": "c174-s4", "model": "challenger-small", "cat": "performance-management", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "cited as a cheap transparent standalone option and \"best overall\" by one small-business review"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|deepseek-small|15Five", "prompt": "c174-s4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**15Five at $4/user/month** is the best balance of affordability and reliability"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|deepseek-small|Effy AI", "prompt": "c174-s4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the tightest budget, **Effy AI** is the clear winner"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|deepseek-small|PerformYard", "prompt": "c174-s4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for teams that won't change their process"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|deepseek-small|BambooHR", "prompt": "c174-s4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricier, but worth it only if you're also replacing your payroll/HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|deepseek-small|Small Improvements", "prompt": "c174-s4", "model": "deepseek-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The cheapest credible appraisal software, but has a 20-user minimum"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|google-small|Lattice", "prompt": "c174-s4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many popular platforms quietly attach **minimum annual contracts** ... Lattice has a $4,000 annual minimum ... prices that do not make sense for a very small team"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|google-small|Workleap", "prompt": "c174-s4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Workleap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Workleap charges a flat $4,999/year—prices that do not make sense for a very small team"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|google-small|Effy AI", "prompt": "c174-s4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Effy AI — Best Overall for Value & Ease of Use ... Effy AI is the strongest overall fit"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|google-small|Teamflect", "prompt": "c174-s4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teamflect is by far the most frictionless and affordable option"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|google-small|Zoho People", "prompt": "c174-s4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho People is the most budget-friendly suite on the market"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|google-small|ThriveSparrow", "prompt": "c174-s4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ThriveSparrow is an excellent choice"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|google-small|AssessTEAM", "prompt": "c174-s4", "model": "google-small", "cat": "performance-management", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cheapest Standard Appraisal Tool"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|meta-small|Small Improvements", "prompt": "c174-s4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best performance management software for a small company with a tight budget is Small Improvements, which is available at $3/user/month on the entry tier."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|meta-small|Effy AI", "prompt": "c174-s4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Effy AI, ThriveSparrow, Trakstar, and 15Five."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|meta-small|ThriveSparrow", "prompt": "c174-s4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Effy AI, ThriveSparrow, Trakstar, and 15Five."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|meta-small|Trakstar", "prompt": "c174-s4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "Trakstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Effy AI, ThriveSparrow, Trakstar, and 15Five."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|meta-small|15Five", "prompt": "c174-s4", "model": "meta-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Effy AI, ThriveSparrow, Trakstar, and 15Five."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|minimax-small|Small Improvements", "prompt": "c174-s4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Budget Option ... Cheapest credible option for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|minimax-small|Effy AI", "prompt": "c174-s4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Small Improvements** or **Effy AI** appear to offer the best value"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|minimax-small|Profit.co", "prompt": "c174-s4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a free tier for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|minimax-small|15Five", "prompt": "c174-s4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specializes in continuous feedback - Offers free trial"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|minimax-small|Trakstar", "prompt": "c174-s4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Trakstar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget-friendly and suitable for small companies"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|minimax-small|Lattice", "prompt": "c174-s4", "model": "minimax-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "User-friendly with free trial available"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|mistral-small|Zoho People", "prompt": "c174-s4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often highlighted as the best for the tightest budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|mistral-small|Effy AI", "prompt": "c174-s4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recommended for teams of 20\\u2013100 that want structured reviews and nothing more"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|mistral-small|Homebase", "prompt": "c174-s4", "model": "mistral-small", "cat": "performance-management", "variant": "budget", "raw": "Homebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For very small teams (under 20 employees), Homebase is suggested for its simplicity and low cost"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|moonshot-small|Small Improvements", "prompt": "c174-s4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Ultra-Low-Cost Option... For 20–50 employees, **AssessTEAM** or **Small Improvements** offer the best value."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|moonshot-small|Zoho People", "prompt": "c174-s4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have under 20 employees, start with **Teamflect (free)** or **Zoho People**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|moonshot-small|AssessTEAM", "prompt": "c174-s4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For 20–50 employees, **AssessTEAM** or **Small Improvements** offer the best value."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|moonshot-small|EvalFlow", "prompt": "c174-s4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "EvalFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best All-Inclusive SMB Option - **Price:** $6/user/month, all features included"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|moonshot-small|Teamflect", "prompt": "c174-s4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you have under 20 employees, start with **Teamflect (free)**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|moonshot-small|Profit.co", "prompt": "c174-s4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Goal-setting focus | Free tier for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|moonshot-small|GreytHR", "prompt": "c174-s4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "GreytHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Basic HR + performance | Limited features on free plan"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|moonshot-small|OrangeHRM", "prompt": "c174-s4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "OrangeHRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "360° appraisals | 30-day free trial"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|moonshot-small|Lattice", "prompt": "c174-s4", "model": "moonshot-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Some tools (like Lattice) require $4,000–$7,800/year minimums regardless of team size"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|openai-small|AssessTEAM", "prompt": "c174-s4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AssessTEAM is the strongest low-cost, budget-first option I found, with pricing starting at about $2 per user/month"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|openai-small|Teamflect", "prompt": "c174-s4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best pick is usually **AssessTEAM** or **Teamflect**, depending on your setup"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|openai-small|Leapsome", "prompt": "c174-s4", "model": "openai-small", "cat": "performance-management", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but it has a **$6,000 annual minimum**, so it's usually not the best fit for a tight budget"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|xai-small|AssessTEAM", "prompt": "c174-s4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Effy AI and AssessTEAM frequently top \"budget SMB\" lists for value/ease."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|xai-small|Effy AI", "prompt": "c174-s4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Effy AI and AssessTEAM frequently top \"budget SMB\" lists for value/ease."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|xai-small|Zoho People", "prompt": "c174-s4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "stand out as top affordable picks"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|xai-small|Small Improvements", "prompt": "c174-s4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "20-user minimum (costs more for tiny teams)."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|xai-small|Teamflect", "prompt": "c174-s4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Teamflect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free plan for small groups; Microsoft 365 integration."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|xai-small|Lattice", "prompt": "c174-s4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "beating pricier ones like Lattice ($11+, $4k min)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|xai-small|15Five", "prompt": "c174-s4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "beating pricier ones like Lattice ($11+, $4k min) or 15Five ($11)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|xai-small|Google Forms/Sheets", "prompt": "c174-s4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Google Forms/Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "work for basics but lack automation/analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|xai-small|Notion", "prompt": "c174-s4", "model": "xai-small", "cat": "performance-management", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Notion templates work for basics but lack automation/analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|zai-small|SnapEval®", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "SnapEval®", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SnapEval®** is the standout:  \n  - Free for up to 10 users (no time limit, no credit card)."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|zai-small|Effy AI", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "→ **SnapEval®** (free up to 10 users) or **Effy AI** (free up to 5 users)."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|zai-small|JOP (Joy of Performing)", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "JOP (Joy of Performing)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need continuous feedback + recognition: → **JOP (Joy of Performing)** or **Leapsome**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|zai-small|PerformYard", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need formal, structured reviews: → **PerformYard** or **AssessTEAM**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|zai-small|Leapsome", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good balance of features and price; includes engagement tools that many SMBs find useful"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|zai-small|AssessTEAM", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "AssessTEAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Very affordable entry point, especially if you only need core review functionality"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|zai-small|BambooHR", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you already use BambooHR, the performance module integrates smoothly and avoids managing multiple tools"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s4|zai-small|Core HR", "prompt": "c174-s4", "model": "zai-small", "cat": "performance-management", "variant": "budget", "raw": "Core HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Core HR is free forever. Performance Management is a paid add-on with a 14-day free trial."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|alibaba-small|15Five", "prompt": "c174-s5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Look at tools like **Lattice**, **15Five**, **Culture Amp**, or **Betterworks**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|alibaba-small|Lattice", "prompt": "c174-s5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Look at tools like **Lattice**, **15Five**, **Culture Amp**, or **Betterworks**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|alibaba-small|BambooHR", "prompt": "c174-s5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Administrative Performance:** Focusing on annual reviews, compliance, salary bands, and paperwork. (e.g., BambooHR, Gusto)."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|alibaba-small|Gusto", "prompt": "c174-s5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., BambooHR, Gusto)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|alibaba-small|Workday", "prompt": "c174-s5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "you generally want to avoid \"Enterprise\" suites (Workday, Cornerstone)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|alibaba-small|Cornerstone", "prompt": "c174-s5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "you generally want to avoid \"Enterprise\" suites (Workday, Cornerstone)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|alibaba-small|Culture Amp", "prompt": "c174-s5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look at tools like **Lattice**, **15Five**, **Culture Amp**, or **Betterworks**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|alibaba-small|Betterworks", "prompt": "c174-s5", "model": "alibaba-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look at tools like **Lattice**, **15Five**, **Culture Amp**, or **Betterworks**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|deepseek-small|15Five", "prompt": "c174-s5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**15Five** — best for continuous feedback and weekly check-ins ($4–10/employee/month)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|deepseek-small|Lattice", "prompt": "c174-s5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice / Leapsome** — fuller-featured for teams around 30–200 (reviews + OKRs)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|deepseek-small|Leapsome", "prompt": "c174-s5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lattice / Leapsome** — fuller-featured for teams around 30–200 (reviews + OKRs)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|deepseek-small|Effy AI", "prompt": "c174-s5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Effy AI** — reviews and goals quickly, no minimum/contract"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|deepseek-small|BambooHR", "prompt": "c174-s5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you also need payroll, leave, and an employee database (performance is a bonus module)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|deepseek-small|Zoho People", "prompt": "c174-s5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**BambooHR / Zoho People** — if you also need payroll, leave, and an employee database"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|deepseek-small|ThriveSparrow", "prompt": "c174-s5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ThriveSparrow** — frequently rated best for SMBs (~$3/employee/month for goals)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|deepseek-small|OKRs Tool", "prompt": "c174-s5", "model": "deepseek-small", "cat": "performance-management", "variant": "scale", "raw": "OKRs Tool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tools like Lattice, Leapsome, OKRs Tool are often \"overkill\" below 30 but become ideal between 30–200."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|google-small|Rippling", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the absolute easiest route: Turn on the performance module inside your existing HRIS (Rippling, Gusto, BambooHR, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|google-small|Gusto", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Turn on the performance module inside your existing HRIS (**Rippling, Gusto, BambooHR, etc.**)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|google-small|BambooHR", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Turn on the performance module inside your existing HRIS (**Rippling, Gusto, BambooHR, etc.**)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|google-small|HiBob", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you already use an HRIS/payroll system like **Rippling, Gusto, BambooHR, or HiBob**, check their built-in performance management modules first."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|google-small|Lattice", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some premium tools like Lattice or Culture Amp may charge a flat minimum fee... you will want to closely negotiate their minimum seat pricing."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|google-small|15Five", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look at **15Five** (great for continuous feedback and weekly check-ins)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|google-small|Leapsome", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look at **Lattice** or **Leapsome**. They are incredibly robust"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|google-small|PerformYard", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look at **PerformYard** or **ThriveSparrow**. They offer clean, customizable reviews without the enterprise price tag."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|google-small|Culture Amp", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Some premium tools like Lattice or Culture Amp may charge a flat minimum fee"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|google-small|Small Improvements", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Small Improvements** (extremely lightweight, honest, and built for smaller teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|google-small|ThriveSparrow", "prompt": "c174-s5", "model": "google-small", "cat": "performance-management", "variant": "scale", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Look at **PerformYard** or **ThriveSparrow**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|meta-small|OKRs Tool", "prompt": "c174-s5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "OKRs Tool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "OKRs Tool: Best for growing teams (50–200 people) that need OKRs and performance reviews without enterprise overhead."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|meta-small|Lattice", "prompt": "c174-s5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Lattice: Best for people success all in one, including performance, goal tracking, and lightweight HRIS."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|meta-small|Leapsome", "prompt": "c174-s5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leapsome: Best for HR teams and offers flexible review workflows."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|meta-small|PerformYard", "prompt": "c174-s5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "PerformYard: Best for customized performance review processes and review cycle options. Ideal for small to mid-size companies."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|meta-small|HiBob HRIS", "prompt": "c174-s5", "model": "meta-small", "cat": "performance-management", "variant": "scale", "raw": "HiBob HRIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HiBob HRIS: Best for mid-sized teams running structured reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|minimax-small|15Five", "prompt": "c174-s5", "model": "minimax-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular choices include **15Five**, **Lattice**, **Culture Amp**, **Performance**, and **Engage**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|minimax-small|Lattice", "prompt": "c174-s5", "model": "minimax-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular choices include **15Five**, **Lattice**, **Culture Amp**, **Performance**, and **Engage**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|minimax-small|Culture Amp", "prompt": "c174-s5", "model": "minimax-small", "cat": "performance-management", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular choices include **15Five**, **Lattice**, **Culture Amp**, **Performance**, and **Engage**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|minimax-small|Performance", "prompt": "c174-s5", "model": "minimax-small", "cat": "performance-management", "variant": "scale", "raw": "Performance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular choices include **15Five**, **Lattice**, **Culture Amp**, **Performance**, and **Engage**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|minimax-small|Engage", "prompt": "c174-s5", "model": "minimax-small", "cat": "performance-management", "variant": "scale", "raw": "Engage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular choices include **15Five**, **Lattice**, **Culture Amp**, **Performance**, and **Engage**."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|mistral-small|Culture Amp", "prompt": "c174-s5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top Tools to Research (as a starting point)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|mistral-small|15Five", "prompt": "c174-s5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top Tools to Research (as a starting point)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|mistral-small|Lattice", "prompt": "c174-s5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top Tools to Research (as a starting point)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|mistral-small|Betterworks", "prompt": "c174-s5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top Tools to Research (as a starting point)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|mistral-small|Leapsome", "prompt": "c174-s5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top Tools to Research (as a starting point)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|mistral-small|PerformYard", "prompt": "c174-s5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top Tools to Research (as a starting point)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|mistral-small|BambooHR Performance", "prompt": "c174-s5", "model": "mistral-small", "cat": "performance-management", "variant": "scale", "raw": "BambooHR Performance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**BambooHR Performance** (if you already use BambooHR)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|moonshot-small|Effy", "prompt": "c174-s5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Effy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-4 tools known for the 10–300 person range (e.g., Effy, Leapsome, PerformYard, ThriveSparrow, Lattice for smaller tiers)."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|moonshot-small|Leapsome", "prompt": "c174-s5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Effy, Leapsome, PerformYard, ThriveSparrow, Lattice for smaller tiers"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|moonshot-small|PerformYard", "prompt": "c174-s5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Effy, Leapsome, PerformYard, ThriveSparrow, Lattice for smaller tiers"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|moonshot-small|ThriveSparrow", "prompt": "c174-s5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Effy, Leapsome, PerformYard, ThriveSparrow, Lattice for smaller tiers"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|moonshot-small|Lattice", "prompt": "c174-s5", "model": "moonshot-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lattice for smaller tiers"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|xai-small|ThriveSparrow", "prompt": "c174-s5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ThriveSparrow | AI features, user-friendly, high SMB ratings (Forbes top pick)."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|xai-small|Effy AI", "prompt": "c174-s5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Effy AI | Quick setup, no minimums, AI reviews + OKRs."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|xai-small|Lattice", "prompt": "c174-s5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lattice | Strong feedback/goals, good for growth."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|xai-small|BambooHR (Perf. Module)", "prompt": "c174-s5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "BambooHR (Perf. Module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BambooHR (Perf. Module) | If replacing HRIS; integrated."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|xai-small|Profit.co", "prompt": "c174-s5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Profit.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Profit.co / Leapsome / Keka | OKR-focused or automated workflows."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|xai-small|Leapsome", "prompt": "c174-s5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Profit.co / Leapsome / Keka | OKR-focused or automated workflows."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s5|xai-small|Keka", "prompt": "c174-s5", "model": "xai-small", "cat": "performance-management", "variant": "scale", "raw": "Keka", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Profit.co / Leapsome / Keka | OKR-focused or automated workflows."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|alibaba-small|Lattice", "prompt": "c174-s6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples to approach cautiously: Lattice, Culture Amp, and Leapsome."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|alibaba-small|Culture Amp", "prompt": "c174-s6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples to approach cautiously: Lattice, Culture Amp, and Leapsome."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|alibaba-small|Leapsome", "prompt": "c174-s6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples to approach cautiously: Lattice, Culture Amp, and Leapsome."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|alibaba-small|Small Improvements", "prompt": "c174-s6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Small Improvements", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Example to avoid: Small Improvements."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|alibaba-small|BambooHR", "prompt": "c174-s6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Example to avoid: BambooHR (specifically for performance needs)."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|alibaba-small|Rippling", "prompt": "c174-s6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Example to avoid: Rippling."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|alibaba-small|Brilliant Assessments", "prompt": "c174-s6", "model": "alibaba-small", "cat": "performance-management", "variant": "negative", "raw": "Brilliant Assessments", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Example to avoid: Brilliant Assessments (when looking for a full PM suite)."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|anthropic-small|Leapsome", "prompt": "c174-s6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Leapsome has no published pricing and requires a one-year minimum contract."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|anthropic-small|Clear Company", "prompt": "c174-s6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "Clear Company", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Clear Company would not be necessary or useful for very small businesses not hiring regularly"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|anthropic-small|15Five", "prompt": "c174-s6", "model": "anthropic-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "15Five has concerns about excessive notifications, limited customization options, steep learning curves"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|challenger-small|Workday Performance", "prompt": "c174-s6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Workday Performance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "positioned as a top enterprise-grade platform, but that usually signals more functionality and overhead than a small business needs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|challenger-small|SAP SuccessFactors", "prompt": "c174-s6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "better suited to bigger organizations than small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|challenger-small|Betterworks", "prompt": "c174-s6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Typically aimed at larger or more mature performance programs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|challenger-small|Rippling", "prompt": "c174-s6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It may be **costly** and is said to be less ideal for organizations with **limited budgets**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|challenger-small|Leapsome", "prompt": "c174-s6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "A strong platform, but ... it can be more than some SMBs need"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|challenger-small|BambooHR Performance", "prompt": "c174-s6", "model": "challenger-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR Performance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "best when you need **HRIS + performance** together, not as a standalone choice for simple review needs"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|deepseek-small|Betterworks", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid outright: Betterworks"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|deepseek-small|AssessTEAM", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "AssessTEAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid outright: AssessTEAM"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|deepseek-small|Deel Engage", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Deel Engage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious about: Deel Engage (if used standalone)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|deepseek-small|15Five", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "cite \"being bombarded with notifications\" and a \"steep learning curve\" with these tools. 15Five relies on constant check-ins"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|deepseek-small|Lattice", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "like *Lattice* or *Culture Amp* – though Lattice's reporting has limitations"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|deepseek-small|Workday", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise mega-suites (Workday, SAP SuccessFactors) ... these are strictly off-limits"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|deepseek-small|SAP SuccessFactors", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "the ultimate \"don't do it\" platforms for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|deepseek-small|Culture Amp", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look for **lighter-weight tools** ... (like *Lattice* or *Culture Amp*"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|deepseek-small|BambooHR", "prompt": "c174-s6", "model": "deepseek-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "consider a basic built-in HRIS performance module like **BambooHR**, which offers template-driven workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|google-small|Workday", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid them: Extreme Complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|google-small|SAP SuccessFactors", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade HCM Suites (e.g., Workday, SAP SuccessFactors, Oracle HCM) ... Why to avoid them"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|google-small|Oracle HCM", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade HCM Suites (e.g., Workday, SAP SuccessFactors, Oracle HCM) ... Why to avoid them"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|google-small|Lattice", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lattice requires a minimum annual agreement (often around $4,000/year), which effectively prices out businesses with fewer than 30–35 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|google-small|Culture Amp", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Culture Amp is similarly sales-led and generally requires custom, annual-only commitments."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|google-small|Hubstaff", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Hubstaff", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why to avoid them: Destroys Trust"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|google-small|ActivTrak", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "ActivTrak", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Employee Monitoring and \"Surveillance\" Software (e.g., Hubstaff, ActivTrak) ... Why to avoid them"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|google-small|Anaplan", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Systems like Anaplan are so complex that you cannot run them without hiring a certified model builder"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|google-small|Oracle Cloud EPM", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Heavyweight EPM Engines (e.g., Anaplan, Oracle Cloud EPM, Planful) ... Why to avoid them"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|google-small|Planful", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Heavyweight EPM Engines (e.g., Anaplan, Oracle Cloud EPM, Planful) ... Why to avoid them"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|google-small|Jirav", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "modern SMB-focused FP&A tools (like Jirav, Causal, or Pry) ... far more agile and cost-effective"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|google-small|Causal", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Causal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "modern SMB-focused FP&A tools (like Jirav, Causal, or Pry)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|google-small|Pry", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Pry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "modern SMB-focused FP&A tools (like Jirav, Causal, or Pry)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|google-small|PerformYard", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "Friendly SMB-focused alternatives to check out include: PerformYard (highly flexible and scalable for small teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|google-small|Small Improvements", "prompt": "c174-s6", "model": "google-small", "cat": "performance-management", "variant": "negative", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "Small Improvements (transparent pricing and easy setup)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|meta-small|Lattice", "prompt": "c174-s6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Lattice - Not ideal for very small teams that only need lightweight check-ins."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|meta-small|Rippling", "prompt": "c174-s6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Rippling - Not suitable for organizations with limited budgets."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|meta-small|WorkStory", "prompt": "c174-s6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "WorkStory", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "WorkStory - Not ideal for organizations with a small budget or those that can manage their OKRs on their own."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|meta-small|CharlieHR", "prompt": "c174-s6", "model": "meta-small", "cat": "performance-management", "variant": "negative", "raw": "CharlieHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "such as CharlieHR, which is an all-in-one HR and performance management tool that is suitable for small UK teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|mistral-small|Betterworks", "prompt": "c174-s6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "designed for large enterprises (1,000+ employees) and is not suitable for small teams due to high costs, complexity, and lack of scalability"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|mistral-small|Teamflect", "prompt": "c174-s6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "Teamflect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Smaller businesses may find it overwhelming or not cost-effective."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|mistral-small|Trakstar", "prompt": "c174-s6", "model": "mistral-small", "cat": "performance-management", "variant": "negative", "raw": "Trakstar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The overall cost and setup may not be justified for very small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|moonshot-small|Workday", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid Entirely (Unless You're Enterprise-Sized)** ### **Workday, SAP SuccessFactors, and Oracle Cloud HCM**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|moonshot-small|SAP SuccessFactors", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms to Avoid Entirely (Unless You're Enterprise-Sized)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|moonshot-small|Oracle Cloud HCM", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms to Avoid Entirely (Unless You're Enterprise-Sized)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|moonshot-small|Lattice", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms to Be Cautious About (Mid-Market Tools with Hidden Costs)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|moonshot-small|Culture Amp", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "~$4,500/year minimum; pricing only by custom quote; enterprise analytics you likely don't need"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|moonshot-small|Leapsome", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**$6,000/year minimum** for dedicated support; modular pricing stacks up fast"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|moonshot-small|Engagedly", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Engagedly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**$7,500/year minimum**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|moonshot-small|BambooHR", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Very **template-driven**; if your review process has any unique steps, you'll be doing manual workarounds"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|moonshot-small|Gusto", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "lacks intuitive performance management features... don't buy it expecting robust performance reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|moonshot-small|Trakstar", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Trakstar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "\"very expensive and not suitable for small teams\" with integration issues and unresponsive customer service"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|moonshot-small|Effy AI", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "a lightweight tool (like Effy AI, Small Improvements, or Lynxify) will likely serve you better"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|moonshot-small|Small Improvements", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "a lightweight tool (like Effy AI, Small Improvements, or Lynxify) will likely serve you better"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|moonshot-small|Lynxify", "prompt": "c174-s6", "model": "moonshot-small", "cat": "performance-management", "variant": "negative", "raw": "Lynxify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "a lightweight tool (like Effy AI, Small Improvements, or Lynxify) will likely serve you better"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|openai-small|Lattice", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Lattice** and **Leapsome** are good examples of tools that may be excellent products but still deserve extra scrutiny for smaller teams"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|openai-small|Leapsome", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Capterra lists Lattice at **$4,000 annual minimum** and Leapsome at **$6,000 annual minimum**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|openai-small|15Five", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specific tools like **Lattice, Leapsome, 15Five, BambooHR, Culture Amp, PerformYard, or Workday**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|openai-small|BambooHR", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specific tools like **Lattice, Leapsome, 15Five, BambooHR, Culture Amp, PerformYard, or Workday**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|openai-small|Culture Amp", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specific tools like **Lattice, Leapsome, 15Five, BambooHR, Culture Amp, PerformYard, or Workday**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|openai-small|PerformYard", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specific tools like **Lattice, Leapsome, 15Five, BambooHR, Culture Amp, PerformYard, or Workday**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|openai-small|Workday", "prompt": "c174-s6", "model": "openai-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specific tools like **Lattice, Leapsome, 15Five, BambooHR, Culture Amp, PerformYard, or Workday**"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|xai-small|Workday", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid or Approach with Extreme Caution:... Enterprise HCM Suites (e.g., Workday...) Prohibitively expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|xai-small|SAP SuccessFactors", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise HCM Suites (e.g., Workday, SAP SuccessFactors...) ... \"not ideal for small businesses\""}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|xai-small|Oracle Cloud HCM", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise HCM Suites (e.g., ... Oracle Cloud HCM ...) Prohibitively expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|xai-small|UKG Pro", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise HCM Suites (e.g., ... UKG Pro ...) built for 1,000+ employees"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|xai-small|Ceridian Dayforce", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Ceridian Dayforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise HCM Suites (e.g., ... Ceridian Dayforce): Prohibitively expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|xai-small|Betterworks", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Very expensive and \"not suitable for small teams.\""}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|xai-small|TriNet Perform", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "TriNet Perform", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Called the \"worst performance management tool\" in Capterra reviews."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|xai-small|Rippling (Performance Module)", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Rippling (Performance Module)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Costly for limited budgets; ... not ideal if you don't need the extras"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|xai-small|Lattice", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Often pushed on SMBs but solve \"bigger problems\"... small teams report overkill"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|xai-small|Culture Amp", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Culture Amp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "high costs with add-ons ($4k+ minimums noted); lengthy setups. Better for mid-market"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|xai-small|Leapsome", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Per-seat pricing charges everyone (even non-reviewed staff); high costs with add-ons"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|xai-small|ADP Workforce Now", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "ADP Workforce Now", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "All-in-one HRIS bloat if you just need reviews/goals (e.g., ADP Workforce Now requires too much mastery for small teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|xai-small|PerformYard", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "PerformYard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Opt for SMB-focused tools like PerformYard, Small Improvements, Effy AI, 15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|xai-small|Small Improvements", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Opt for SMB-focused tools like PerformYard, Small Improvements, Effy AI, 15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|xai-small|Effy AI", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Opt for SMB-focused tools like PerformYard, Small Improvements, Effy AI, 15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|xai-small|15Five", "prompt": "c174-s6", "model": "xai-small", "cat": "performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Opt for SMB-focused tools like PerformYard, Small Improvements, Effy AI, 15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|zai-small|Small Improvements", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Small Improvements", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**High‑minimum tools** (e.g., Small Improvements) | 20‑user minimum forces you to pay for unused seats; pricing not transparent."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|zai-small|BambooHR", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "$17+/employee/month for performance alone (e.g., BambooHR Pro tier)"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|zai-small|Workday", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise‑grade HRIS suites** (e.g., Workday, SAP SuccessFactors, Oracle HCM) | Built for large, complex orgs; steep implementation, high cost"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|zai-small|SAP SuccessFactors", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Built for large, complex orgs; steep implementation, high cost, steep learning curve."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|zai-small|Oracle HCM", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Oracle HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Built for large, complex orgs; steep implementation, high cost, steep learning curve."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|zai-small|Gusto", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "HRIS “bolt‑ons” (e.g., performance module within BambooHR, Gusto, ADP, etc.) | Performance features are often minimal and less flexible"}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|zai-small|ADP", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Performance features are often minimal and less flexible than standalone tools."}, {"id": "mai-20260918-0021-calibration_b-2|c174-s6|zai-small|Engage", "prompt": "c174-s6", "model": "zai-small", "cat": "performance-management", "variant": "negative", "raw": "Engage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "All‑in‑one platforms with limited customization** (e.g., Engage, some “single solution” vendors) | Sold as one package"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|alibaba-small|Oracle Learning Cloud (Oracle HCM)", "prompt": "c181-l1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Oracle Learning Cloud (Oracle HCM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle was named the overall **Leader** among all vendors... **Go with Oracle** if you want maximum reliability"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|alibaba-small|Docebo", "prompt": "c181-l1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Go with Docebo** if you want the best learner engagement and AI automation."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|alibaba-small|SAP SuccessFactors", "prompt": "c181-l1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go with SAP/Workday** if your primary goal is reducing administrative overhead via HR integration."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|alibaba-small|Workday Learning", "prompt": "c181-l1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Workday Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your enterprise already uses SAP or Workday for HR and Payroll, staying within that ecosystem reduces friction significantly."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|alibaba-small|Schoox", "prompt": "c181-l1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Schoox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Schoox was recognized in the Ventana Guide for exceptional **Product and Customer Experience**."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|alibaba-small|Continu", "prompt": "c181-l1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Positioned as a highly automated, AI-first platform designed for rapid deployment"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|anthropic-small|SAP SuccessFactors", "prompt": "c181-l1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular enterprise LMS options** typically include platforms like SAP SuccessFactors"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|anthropic-small|Cornerstone OnDemand", "prompt": "c181-l1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "typically include platforms like SAP SuccessFactors, Cornerstone OnDemand, Docebo"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|anthropic-small|Docebo", "prompt": "c181-l1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cornerstone OnDemand, Docebo, Skillsoft"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|anthropic-small|Skillsoft", "prompt": "c181-l1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Skillsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Docebo, Skillsoft, LinkedIn Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|anthropic-small|LinkedIn Learning", "prompt": "c181-l1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LinkedIn Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Skillsoft, LinkedIn Learning, and Absorb LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|anthropic-small|Absorb LMS", "prompt": "c181-l1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "LinkedIn Learning, and Absorb LMS, among others"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|challenger-small|Docebo", "prompt": "c181-l1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would start with **Docebo** for a large enterprise B2B company because it is repeatedly positioned as an enterprise leader"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|challenger-small|Absorb LMS", "prompt": "c181-l1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Absorb LMS** is repeatedly cited as a strong enterprise business LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|challenger-small|Cornerstone", "prompt": "c181-l1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when your priorities are large-scale enterprise learning, compliance, and formal talent-development workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|challenger-small|360Learning", "prompt": "c181-l1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best when you want collaborative, employee-driven learning and rapid content creation for internal teams"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|challenger-small|Litmos", "prompt": "c181-l1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best when you need enterprise training at scale with strong compliance and broad integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|deepseek-small|Docebo", "prompt": "c181-l1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall enterprise-grade LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|deepseek-small|Cornerstone OnDemand", "prompt": "c181-l1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for HR/talent integration"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|deepseek-small|Absorb LMS", "prompt": "c181-l1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best broad enterprise use"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|deepseek-small|360Learning", "prompt": "c181-l1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for collaborative/culture-driven training"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|deepseek-small|SAP Litmos", "prompt": "c181-l1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for compliance and speed"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|deepseek-small|Intellum", "prompt": "c181-l1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Intellum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Docebo, Intellum, and Continu shine here"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|deepseek-small|Continu", "prompt": "c181-l1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want a unified suite (employee, customer, partner) with quick implementation: → Continu"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|google-small|Docebo", "prompt": "c181-l1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Docebo is widely considered the top overall LMS for mid-to-large B2B enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|google-small|WorkRamp", "prompt": "c181-l1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "WorkRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High-Growth Tech & Sales Enablement: **WorkRamp**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|google-small|Cornerstone OnDemand (Cornerstone Galaxy)", "prompt": "c181-l1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone OnDemand (Cornerstone Galaxy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cornerstone is the industry heavyweight... The Catch: The interface is notoriously complex and \"heavy\""}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|google-small|360Learning", "prompt": "c181-l1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Collaborative & Agile Product Training: **360Learning**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|google-small|Absorb LMS", "prompt": "c181-l1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Mid-Market B2B with an AI-First Focus: **Absorb LMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|google-small|Rippling LMS", "prompt": "c181-l1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Rippling LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider **Absorb LMS** or **Rippling LMS** (if you want automated compliance based on your HR system)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|meta-small|Continu", "prompt": "c181-l1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one of the top-rated options such as Continu, LearnWorlds, D2L, Docebo, or Thinkific"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|meta-small|LearnWorlds", "prompt": "c181-l1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "top-rated options such as Continu, LearnWorlds, D2L, Docebo, or Thinkific"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|meta-small|D2L", "prompt": "c181-l1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "D2L", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "top-rated options such as Continu, LearnWorlds, D2L, Docebo, or Thinkific"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|meta-small|Docebo", "prompt": "c181-l1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "top-rated options such as Continu, LearnWorlds, D2L, Docebo, or Thinkific"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|meta-small|Thinkific", "prompt": "c181-l1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "top-rated options such as Continu, LearnWorlds, D2L, Docebo, or Thinkific"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|minimax-small|Continu", "prompt": "c181-l1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highlighted as one of the best for enterprise teams"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|minimax-small|Docebo", "prompt": "c181-l1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Specifically suitable for enterprise-level training over long periods of time"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|minimax-small|TalentLMS", "prompt": "c181-l1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rated highly in G2 ratings"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|minimax-small|Moodle", "prompt": "c181-l1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Open-source and highly customizable"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|minimax-small|Cornerstone OnDemand", "prompt": "c181-l1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Comprehensive enterprise solution"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|minimax-small|SAP SuccessFactors", "prompt": "c181-l1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Integrated with broader HR systems"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|minimax-small|Workday Learning", "prompt": "c181-l1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Workday Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong enterprise features"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|mistral-small|Continu", "prompt": "c181-l1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best LMS for employee training in an enterprise B2B company is **Continu**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|mistral-small|Docebo", "prompt": "c181-l1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for its scalability and ability to train both internal and external audiences"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|mistral-small|Absorb LMS", "prompt": "c181-l1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recognized for its user-friendly interface and robust features for large organizations."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|mistral-small|360Learning", "prompt": "c181-l1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for collaborative training and leveraging internal expertise."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|mistral-small|TalentLMS", "prompt": "c181-l1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A flexible option for extended enterprise training needs."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|moonshot-small|Docebo", "prompt": "c181-l1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most enterprise B2B companies are best served by **Docebo** (flexibility + extended enterprise)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|moonshot-small|Cornerstone OnDemand (Cornerstone Galaxy)", "prompt": "c181-l1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone OnDemand (Cornerstone Galaxy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Cornerstone** if learning is part of a broader talent management strategy."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|moonshot-small|SAP SuccessFactors Learning", "prompt": "c181-l1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **SAP SuccessFactors** only if you're already embedded in the SAP ecosystem."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|moonshot-small|Absorb LMS", "prompt": "c181-l1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with **Docebo** or **Absorb** if you need a best-in-class standalone LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|moonshot-small|LearnUpon", "prompt": "c181-l1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "or **LearnUpon** (if multi-portal B2B training is central to your business model)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|moonshot-small|SAP Litmos", "prompt": "c181-l1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SAP Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Docebo, LearnUpon, SAP Litmos, Continu"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|moonshot-small|Continu", "prompt": "c181-l1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Continu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fast implementation (4-6 weeks)** | Continu, TalentLMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|moonshot-small|TalentLMS", "prompt": "c181-l1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cost-effective scalability** | TalentLMS, Moodle Workplace"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|moonshot-small|SumTotal", "prompt": "c181-l1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SumTotal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong compliance/automation** | Cornerstone, SAP, SumTotal"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|moonshot-small|360Learning", "prompt": "c181-l1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Collaborative/social learning** | 360Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|moonshot-small|Moodle Workplace", "prompt": "c181-l1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Moodle Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Cost-effective scalability** | TalentLMS, Moodle Workplace"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|openai-small|Cornerstone", "prompt": "c181-l1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best overall\" choice is usually **Cornerstone** or **Docebo**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|openai-small|Docebo", "prompt": "c181-l1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the safest \"best overall\" choice is usually **Cornerstone** or **Docebo**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|openai-small|Absorb LMS", "prompt": "c181-l1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Absorb LMS** as a strong runner-up depending on your priorities"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|xai-small|Docebo", "prompt": "c181-l1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Often #1 in lists; high G2 scores for enterprise flexibility"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|xai-small|Absorb LMS", "prompt": "c181-l1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top in G2 corporate LMS evals; strong for mid-to-large B2B"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|xai-small|Cornerstone OnDemand", "prompt": "c181-l1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise staple; excels in performance/learning suites"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|xai-small|360Learning", "prompt": "c181-l1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "High Capterra ratings (e.g., 4.7+); good for modern teams"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|xai-small|Litmos", "prompt": "c181-l1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "G2 top for compliance; quick setup for B2B sales training"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|xai-small|UKG Pro", "prompt": "c181-l1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "UKG Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "G2 pick for massive orgs; secure cloud for enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|xai-small|CYPHER Learning", "prompt": "c181-l1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "CYPHER Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Gartner's 2024 Market Guide lists vendors like CYPHER Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|zai-small|Docebo", "prompt": "c181-l1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo** is the strongest all‑round choice for an enterprise B2B company"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|zai-small|Absorb LMS", "prompt": "c181-l1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Litmos** or **Absorb LMS** are strong contenders"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|zai-small|Cornerstone OnDemand", "prompt": "c181-l1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Heavier implementation; less AI‑focused than Docebo"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|zai-small|Skilljar", "prompt": "c181-l1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Skilljar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your primary focus is selling training to B2B clients:** **Skilljar** or **Thought Industries** may be better suited"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|zai-small|Thought Industries", "prompt": "c181-l1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Thought Industries", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for training providers; more complex for purely internal employee programs"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|zai-small|Litmos", "prompt": "c181-l1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If compliance and speed of deployment are your top priorities:** **Litmos**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|zai-small|360Learning", "prompt": "c181-l1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Scaling to very large enterprises can be challenging"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l1|zai-small|Moodle Workplace", "prompt": "c181-l1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Moodle Workplace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Requires internal IT resources; less out‑of‑the‑box AI features"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|alibaba-small|Docebo", "prompt": "c181-l2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Docebo ... widely considered the gold standard for large-scale LMS implementations"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|alibaba-small|Cornerstone OnDemand (Learning Module)", "prompt": "c181-l2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand (Learning Module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative 1: Cornerstone OnDemand ... Cons: Implementation can be slow and expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|alibaba-small|Absorb LMS", "prompt": "c181-l2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative 2: Absorb LMS — Best for: Companies prioritizing ease of use and rapid deployment."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|alibaba-small|SAP SuccessFactors (formerly SAP Litmos)", "prompt": "c181-l2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors (formerly SAP Litmos)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative 3: SAP SuccessFactors ... Best for: Existing SAP clients."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|anthropic-small|Cornerstone OnDemand", "prompt": "c181-l2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Specifically designed for enterprise-scale organizations, offering comprehensive talent management, learning, and development features."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|anthropic-small|SAP SuccessFactors Learning", "prompt": "c181-l2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Integrates well with other SAP enterprise systems... Scalable to thousands of users."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|anthropic-small|Workday Learning", "prompt": "c181-l2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Workday Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for large, modern enterprises looking for cloud-based solutions."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|anthropic-small|LinkedIn Learning", "prompt": "c181-l2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LinkedIn Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for professional development with a massive content library."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|anthropic-small|Moodle", "prompt": "c181-l2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though requires more internal IT resources for customization and maintenance"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|anthropic-small|Canvas by Instructure", "prompt": "c181-l2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Canvas by Instructure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Originally for education but increasingly used in enterprise settings."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|challenger-small|Docebo", "prompt": "c181-l2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Docebo** as the first platform to evaluate"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|challenger-small|Cornerstone OnDemand", "prompt": "c181-l2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Cornerstone OnDemand** and **Absorb LMS** as the strongest alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|challenger-small|Absorb LMS", "prompt": "c181-l2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Absorb LMS is also consistently positioned as an enterprise-capable option"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|challenger-small|LearnUpon", "prompt": "c181-l2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LearnUpon** if you need **multiple user groups**, **deep integrations**, and **custom portals**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|challenger-small|Adobe Learning Manager", "prompt": "c181-l2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Adobe Learning Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Adobe Learning Manager** if you want a comprehensive enterprise platform"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|challenger-small|UKG Pro", "prompt": "c181-l2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**UKG Pro** if your priority is specifically a **large enterprise** workforce suite"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|deepseek-small|Docebo", "prompt": "c181-l2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo** is the strongest all-round choice"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|deepseek-small|Cornerstone OnDemand", "prompt": "c181-l2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want learning unified with a full **talent suite**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|deepseek-small|Absorb LMS", "prompt": "c181-l2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Regulated industries** ... needing rigorous compliance tracking"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|deepseek-small|SAP Litmos", "prompt": "c181-l2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fast **compliance and onboarding** deployment with real-time tracking"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|deepseek-small|360Learning", "prompt": "c181-l2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you want an employee-driven, collaborative learning culture"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|deepseek-small|Intellum", "prompt": "c181-l2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Intellum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "three audiences in a single instance"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|deepseek-small|CYPHER Learning", "prompt": "c181-l2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "CYPHER Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Very large enterprises (50,000+ employees) with complex global structures"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|deepseek-small|SAP SuccessFactors", "prompt": "c181-l2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you already run a full HR/talent suite from Workday, SAP SuccessFactors, or Cornerstone, consolidating into that module can save money"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|deepseek-small|Workday", "prompt": "c181-l2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If you already run a full HR/talent suite from Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|google-small|Workday Learning", "prompt": "c181-l2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Workday Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "A standard employee-only LMS (like Workday Learning or a basic HR-module add-on) will quickly fail when you try to use it for external B2B audiences"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|google-small|Docebo", "prompt": "c181-l2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Docebo features an incredibly robust multi-tenancy architecture... **Docebo**'s native CRM integration is a major differentiator"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|google-small|Absorb LMS", "prompt": "c181-l2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Large enterprises that prioritize a highly intuitive user interface paired with powerful, automated administrative workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|google-small|Intellum", "prompt": "c181-l2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Intellum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Intellum is built from the ground up to support immense user scales"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|google-small|Cornerstone OnDemand", "prompt": "c181-l2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "*Trade-off:* The admin interface can feel overwhelmingly complex, and implementations are notoriously slow and expensive."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|google-small|SAP SuccessFactors Learning", "prompt": "c181-l2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are an SAP shop, **SAP SuccessFactors** is the natural choice."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|google-small|360Learning", "prompt": "c181-l2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Excellent for fast-evolving B2B sales enablement and product update training."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|meta-small|UKG Pro", "prompt": "c181-l2", "model": "meta-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "UKG Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best learning management system for a large B2B company with thousands of employees would be UKG Pro, Docebo, Litmos, or Absorb LMS."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|meta-small|Docebo", "prompt": "c181-l2", "model": "meta-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be UKG Pro, Docebo, Litmos, or Absorb LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|meta-small|Litmos", "prompt": "c181-l2", "model": "meta-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Litmos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "would be UKG Pro, Docebo, Litmos, or Absorb LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|meta-small|Absorb LMS", "prompt": "c181-l2", "model": "meta-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "would be UKG Pro, Docebo, Litmos, or Absorb LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|minimax-small|Cornerstone OnDemand", "prompt": "c181-l2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "one of the most established enterprise LMS platforms, particularly suited for large, complex organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|minimax-small|Axonify", "prompt": "c181-l2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Axonify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "has gained significant traction recently, especially for organizations focused on frontline enablement"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|minimax-small|360Learning", "prompt": "c181-l2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "particularly well-suited to scaling training across large employee teams, partners, and customers"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|mistral-small|Axonify", "prompt": "c181-l2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Axonify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly rated for frontline enablement and driving measurable business outcomes. It's designed to handle large-scale, distributed workforces"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|mistral-small|SAP Litmos", "prompt": "c181-l2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for its scalability and ease of use, SAP Litmos is popular among large enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|mistral-small|Docebo", "prompt": "c181-l2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A cloud-based LMS that excels in scalability and AI-driven personalization."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|mistral-small|Cornerstone Learning", "prompt": "c181-l2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for large enterprises wanting learning unified with broader talent management."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|mistral-small|TalentLMS Enterprise", "prompt": "c181-l2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for its flexibility and strong support for extended enterprise training"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|moonshot-small|Docebo", "prompt": "c181-l2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Docebo** as the top choice"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|moonshot-small|Cornerstone OnDemand", "prompt": "c181-l2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cornerstone OnDemand** or **SAP SuccessFactors Learning** as strong alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|moonshot-small|SAP SuccessFactors Learning", "prompt": "c181-l2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Native integration with your existing SAP stack"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|moonshot-small|Absorb LMS", "prompt": "c181-l2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Compliance + ease of use** | **Absorb LMS** | G2 rating of 4.6/5"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|moonshot-small|360Learning", "prompt": "c181-l2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want peer-to-peer knowledge sharing alongside formal training"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|openai-small|Docebo", "prompt": "c181-l2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Docebo** as the first platform to evaluate"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|openai-small|SAP SuccessFactors Learning", "prompt": "c181-l2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you're already deep in SAP HR and want tight employee-learning integration"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|openai-small|Cornerstone", "prompt": "c181-l2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if compliance, governance, and auditability are especially important"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|openai-small|TalentLMS", "prompt": "c181-l2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "I'd usually place it below Docebo/SAP/Cornerstone for very large, complex enterprise B2B environments"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|xai-small|Docebo", "prompt": "c181-l2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Docebo** as a top choice among enterprise-grade Learning Management Systems"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|xai-small|Cornerstone OnDemand", "prompt": "c181-l2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want integrated talent management ... but steeper learning curve."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|xai-small|Absorb LMS", "prompt": "c181-l2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great integrations, intuitive interface, ideal if ease-of-use is key"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|xai-small|SAP SuccessFactors Learning", "prompt": "c181-l2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already in the SAP ecosystem—strong on compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|xai-small|SAP Litmos", "prompt": "c181-l2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're already in the SAP ecosystem—strong on compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|zai-small|Docebo", "prompt": "c181-l2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation for a Large B2B Enterprise: Docebo"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|zai-small|Absorb LMS", "prompt": "c181-l2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative Top Options ... 1) Absorb LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|zai-small|Cornerstone OnDemand", "prompt": "c181-l2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "2) Cornerstone OnDemand - Strengths: Ties learning to performance reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|zai-small|Litmos", "prompt": "c181-l2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "3) Litmos - Strengths: Quick setup, compliance alerts"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|zai-small|Intellum", "prompt": "c181-l2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Intellum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "4) Intellum - Runs employee, customer, and partner education from one system of record"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l2|zai-small|360Learning", "prompt": "c181-l2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "5) 360Learning - Strengths: Collaborative course creation"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|alibaba-small|Docebo", "prompt": "c181-l3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AI-driven personalization & social learning** | Docebo"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|alibaba-small|Cornerstone OnDemand (CSOD)", "prompt": "c181-l3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand (CSOD)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**An all-in-one HR & Learning suite** | Cornerstone OnDemand"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|alibaba-small|Absorb LMS", "prompt": "c181-l3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Praised for its intuitive interface and quick deployment"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|alibaba-small|Intellum", "prompt": "c181-l3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Intellum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Easy setup & good UX for mixed audiences** | Absorb LMS or Intellum"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|alibaba-small|Moodle Workplace", "prompt": "c181-l3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**High customization & lower total cost** | Moodle Workplace"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|alibaba-small|TalentLMS", "prompt": "c181-l3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**TalentLMS** (for mid-to-large enterprises)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|alibaba-small|iSpring Learn", "prompt": "c181-l3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Quick deployment & iSpring content creators** | iSpring Learn"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|alibaba-small|Litmos (Saba Cloud)", "prompt": "c181-l3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Litmos (Saba Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Strong sales enablement features** | Litmos"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|anthropic-small|Intellum", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Intellum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The leading enterprise LMS platforms include Intellum, Docebo, Absorb LMS, Cornerstone OnDemand, Litmos, 360Learning, Moodle Workplace, Skilljar, and Thought Industries."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|anthropic-small|Docebo", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The leading enterprise LMS platforms include Intellum, Docebo, Absorb LMS..."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|anthropic-small|Absorb LMS", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Absorb LMS is a good fit for enterprises with distributed teams and complex training needs"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|anthropic-small|Cornerstone OnDemand", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cornerstone OnDemand is one of the most established enterprise LMS platforms, combining learning with broader talent management"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|anthropic-small|Litmos", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Litmos is a modern enterprise learning management system focused on speed, simplicity, and scale"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|anthropic-small|360Learning", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The leading enterprise LMS platforms include ... 360Learning, Moodle Workplace"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|anthropic-small|Moodle Workplace", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Moodle Workplace, Skilljar, and Thought Industries"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|anthropic-small|Skilljar", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Skilljar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Skilljar, and Thought Industries"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|anthropic-small|Thought Industries", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Thought Industries", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Moodle Workplace, Skilljar, and Thought Industries"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|anthropic-small|Workday Learning", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Workday Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Workday Learning and SAP SuccessFactors Learning offer meaningfully faster implementation when you're already on that HCM ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|anthropic-small|SAP SuccessFactors Learning", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Workday Learning and SAP SuccessFactors Learning offer meaningfully faster implementation when you're already on that HCM ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|anthropic-small|ClearCompany Learning", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "ClearCompany Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "ClearCompany Learning stands apart as the only enterprise learning management system fully integrated within a comprehensive talent management platform."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|anthropic-small|SumTotal", "prompt": "c181-l3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SumTotal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "SumTotal's depth in that area outweighs more general-purpose platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|challenger-small|Docebo", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo**: Best known for **AI-powered learning**, automation, personalization, and enterprise extensibility"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|challenger-small|Absorb LMS", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong on **broad enterprise coverage**, usability, customization... frequently positioned as a general-purpose enterprise LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|challenger-small|Cornerstone OnDemand", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best when learning must connect tightly to **talent management, skills, internal mobility, and governance**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|challenger-small|SAP SuccessFactors Learning", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for organizations already invested in the **SAP ecosystem**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|challenger-small|360Learning", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Differentiates itself with **collaborative, peer-driven learning**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|challenger-small|LearnUpon", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong for **extended enterprise training** with separate portals/audiences"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|challenger-small|Litmos", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Often selected for **fast deployment, compliance, and scalability**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|challenger-small|TalentLMS", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "attractive for smaller teams or lighter-weight enterprise needs rather than the most complex enterprise programs"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|challenger-small|Moodle Workplace", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Stands out for **deep customization** and multilingual flexibility"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|challenger-small|Intellum", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Intellum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Frequently highlighted for **multi-audience learning** and growth-focused external education"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|challenger-small|D2L Brightspace", "prompt": "c181-l3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "D2L Brightspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "D2L Brightspace | Structured learning programs | Strong learning design and enterprise use"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|deepseek-small|Cornerstone OnDemand", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most widely deployed enterprise LMS, especially in regulated industries and global manufacturing"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|deepseek-small|Docebo", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "widely considered the best-in-class standalone enterprise LMS, with the most mature AI in the category"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|deepseek-small|Absorb LMS", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "noted for excellent admin ergonomics and fast time-to-value, with strong white-labeling"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|deepseek-small|Litmos (by SAP)", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Litmos (by SAP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quick deployment, external/channel training, lower cost → Litmos"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|deepseek-small|SAP SuccessFactors Learning", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "effectively the default choice for enterprises already standardized on SAP SuccessFactors HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|deepseek-small|Workday Learning", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Workday Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It makes sense almost exclusively if you already run Workday for HR/payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|deepseek-small|360Learning", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Collaborative/peer-driven culture → 360Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|deepseek-small|Degreed", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Degreed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "more of a learning experience platform (LXP) focused on skills discovery and content aggregation"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|deepseek-small|D2L Brightspace", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "D2L Brightspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "strong for deeper pedagogical programs and broader European adoption"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|deepseek-small|CrossKnowledge", "prompt": "c181-l3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "CrossKnowledge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "strong for deeper pedagogical programs and broader European adoption"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|google-small|Cornerstone Galaxy", "prompt": "c181-l3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone Galaxy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Cornerstone Galaxy** if you are a massive, highly regulated enterprise that wants to map global compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|google-small|Docebo", "prompt": "c181-l3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Docebo or Absorb** if you want to maximize learner engagement, modernize your UI, use cutting-edge AI features"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|google-small|Absorb LMS", "prompt": "c181-l3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Absorb allows lean L&D teams to manage massive learner populations easily."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|google-small|Workday Learning", "prompt": "c181-l3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Workday Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Workday or SAP** if your organization is already standardized on those ERPs"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|google-small|SAP SuccessFactors Learning", "prompt": "c181-l3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Workday or SAP** if your organization is already standardized on those ERPs"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|google-small|Adobe Learning Manager (ALM)", "prompt": "c181-l3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Adobe Learning Manager (ALM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **LearnUpon or Adobe Learning Manager** if you are building a commercial training business"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|google-small|LearnUpon", "prompt": "c181-l3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "LearnUpon is uniquely optimized to look *outward* at the market."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|meta-small|Intellum", "prompt": "c181-l3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Intellum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Intellum is best for multi-audience, growth-focused training"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|meta-small|Docebo", "prompt": "c181-l3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top enterprise LMS platforms include Intellum, Docebo, Absorb LMS..."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|meta-small|Absorb LMS", "prompt": "c181-l3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top enterprise LMS platforms include Intellum, Docebo, Absorb LMS, Cornerstone OnDemand"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|meta-small|Cornerstone OnDemand", "prompt": "c181-l3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cornerstone OnDemand is one of the most established enterprise LMS platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|meta-small|Litmos", "prompt": "c181-l3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Litmos, 360Learning, Moodle Workplace, Skilljar, and Thought Industries"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|meta-small|360Learning", "prompt": "c181-l3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Litmos, 360Learning, Moodle Workplace, Skilljar, and Thought Industries"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|meta-small|Moodle Workplace", "prompt": "c181-l3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Litmos, 360Learning, Moodle Workplace, Skilljar, and Thought Industries"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|meta-small|Skilljar", "prompt": "c181-l3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Skilljar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Litmos, 360Learning, Moodle Workplace, Skilljar, and Thought Industries"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|meta-small|Thought Industries", "prompt": "c181-l3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Thought Industries", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Litmos, 360Learning, Moodle Workplace, Skilljar, and Thought Industries"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|minimax-small|Cornerstone OnDemand", "prompt": "c181-l3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cornerstone OnDemand** | Large enterprises | Deep HR integration, compliance controls"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|minimax-small|SAP SuccessFactors Learning", "prompt": "c181-l3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Seamless SAP ecosystem integration, robust compliance features"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|minimax-small|Docebo", "prompt": "c181-l3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AI-powered learning, adaptive learning paths, social learning features"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|minimax-small|TalentLMS", "prompt": "c181-l3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-market businesses | Ease of use, flexibility, affordable pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|minimax-small|Absorb", "prompt": "c181-l3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong analytics, e-commerce capabilities, intuitive interface"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|minimax-small|D2L Brightspace", "prompt": "c181-l3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "D2L Brightspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI-driven insights, adaptive learning, strong engagement tools"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|minimax-small|Moodle", "prompt": "c181-l3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Customizability, control, no licensing fees"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|mistral-small|Cornerstone Learning", "prompt": "c181-l3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Regulated industries and global enterprises needing deep compliance and audit trails."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|mistral-small|SAP SuccessFactors Learning", "prompt": "c181-l3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Enterprises already standardized on SAP SuccessFactors HCM."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|mistral-small|Workday Learning (powered by Sana)", "prompt": "c181-l3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Workday Learning (powered by Sana)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Enterprises running Workday HCM."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|mistral-small|Docebo", "prompt": "c181-l3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI-native LMS with three-package structure tying learning to skills data"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|mistral-small|Absorb LMS", "prompt": "c181-l3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Absorb LMS is noted for fast deployment and admin-friendly features."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|moonshot-small|Docebo", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need standalone best-of-breed LMS: Docebo or 360Learning for AI features"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|moonshot-small|Cornerstone OnDemand", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cornerstone for full talent suite"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|moonshot-small|SAP SuccessFactors Learning", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best suited for SAP-centric environments"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|moonshot-small|Absorb LMS", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If compliance is critical: Cornerstone or Absorb LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|moonshot-small|Workday Learning", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Workday Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Organizations already on Workday HCM, Fortune 500 companies"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|moonshot-small|360Learning", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Docebo or 360Learning for AI features"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|moonshot-small|Sana Labs / Sana Learn", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Sana Labs / Sana Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want AI-first architecture: Sana or Docebo"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|moonshot-small|Moodle Workplace", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If budget and control matter most: Moodle Workplace"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|moonshot-small|TalentLMS", "prompt": "c181-l3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Ease of Implementation | TalentLMS (SMB), 360Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|openai-small|Cornerstone Learning", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: large, global, regulated enterprises that want a deep HR/talent-adjacent learning suite."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|openai-small|Docebo", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: enterprises that want an AI-first, highly scalable learning platform"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|openai-small|LearnUpon", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: customer education, partner training, association learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|openai-small|Workday Learning", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Workday Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: organizations already on Workday HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|openai-small|SAP SuccessFactors Learning", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "not necessarily because it is the most modern standalone learning UX"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|openai-small|Absorb LMS", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Absorb is frequently shortlisted for enterprise training programs"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|openai-small|360Learning", "prompt": "c181-l3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "360Learning differentiates on collaborative learning and internal knowledge capture"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|xai-small|Docebo", "prompt": "c181-l3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked as the best overall for scalable, AI-driven enterprise learning."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|xai-small|Cornerstone OnDemand (now Cornerstone Learning)", "prompt": "c181-l3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand (now Cornerstone Learning)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leading for compliance, governance, and talent integration in global enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|xai-small|SAP SuccessFactors Learning", "prompt": "c181-l3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for organizations using SAP's HR suite."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|xai-small|Absorb LMS", "prompt": "c181-l3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for admin ease, rapid rollout, and multi-audience training."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|xai-small|Workday Learning", "prompt": "c181-l3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Workday Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Workday HCM users, focusing on skills and performance."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|xai-small|CYPHER Learning", "prompt": "c181-l3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "CYPHER Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top pick in some reviews for comprehensive features at competitive pricing."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|xai-small|360Learning", "prompt": "c181-l3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Excels in collaborative, SME-driven content creation."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|zai-small|Docebo", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Docebo or Absorb if you want a modern, cloud-native platform with good AI and ease of use."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|zai-small|Cornerstone OnDemand", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The user interface is often criticized as dated and complex compared to newer platforms, and implementation is expensive and time-consuming."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|zai-small|Absorb LMS", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Docebo or Absorb if you want a modern, cloud-native platform with good AI and ease of use."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|zai-small|SAP Litmos", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Litmos if you need to train thousands of field employees on mobile devices quickly."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|zai-small|360Learning", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose 360Learning if you want to empower non-training staff to create content."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|zai-small|Intellum", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Intellum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Intellum is designed to run employee, customer, and partner education from a single system of record."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|zai-small|Skilljar", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Skilljar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Skilljar if you are selling a product and need to train your customers."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l3|zai-small|Moodle Workplace", "prompt": "c181-l3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Moodle if you have strict security needs and want to host the software yourself."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|alibaba-small|Docebo", "prompt": "c181-l4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Docebo (Best Overall for Enterprise) Docebo is widely considered the market leader for enterprise learning."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|alibaba-small|Absorb LMS", "prompt": "c181-l4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Absorb LMS (Best for Operational Stability)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|alibaba-small|LifterLMS", "prompt": "c181-l4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have IT resources and want the absolute lowest baseline cost with zero variable fees, choose LifterLMS."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|alibaba-small|Totara", "prompt": "c181-l4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Totara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Totara (Best Open-Source Enterprise Solution)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|anthropic-small|Deel Engage", "prompt": "c181-l4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Deel Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Deel Engage is priced at $20 per worker per month with a flat-rate model ... ensuring predictable costs."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|anthropic-small|Docebo", "prompt": "c181-l4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "making platforms like Docebo and Absorb LMS stronger fits"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|anthropic-small|Absorb LMS", "prompt": "c181-l4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "making platforms like Docebo and Absorb LMS stronger fits"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|anthropic-small|Cornerstone OnDemand", "prompt": "c181-l4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cornerstone OnDemand is widely recognized as an enterprise-friendly LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|challenger-small|LifterLMS", "prompt": "c181-l4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LifterLMS** is the clearest match for predictable scaling because it uses a **flat annual licensing model**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|challenger-small|Absorb LMS", "prompt": "c181-l4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the strongest alternatives are **Absorb LMS** and **Docebo**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|challenger-small|Docebo", "prompt": "c181-l4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Docebo** if you need **deep customization and AI-driven personalization** at enterprise scale."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|deepseek-small|Docebo", "prompt": "c181-l4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "steer away from per-user enterprise SaaS (Docebo/Cornerstone)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|deepseek-small|Cornerstone", "prompt": "c181-l4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "steer away from per-user enterprise SaaS (Docebo/Cornerstone)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|deepseek-small|Absorb", "prompt": "c181-l4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most enterprise LMSes (Docebo, Cornerstone, Absorb, etc.) price per user or per active user... None of these give you the predictable, flat total cost"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|deepseek-small|LifterLMS", "prompt": "c181-l4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "LifterLMS (strongest match for \"thousands of users, flat cost\")"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|deepseek-small|Coggno", "prompt": "c181-l4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Coggno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "LifterLMS and Coggno are the two that genuinely deliver flat total cost"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|google-small|Moodle Workplace / Totara Learn", "prompt": "c181-l4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle Workplace / Totara Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Category 1: Open-Source Enterprise LMS (Most Predictable TCO)... your software licensing cost is exactly $0."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|google-small|Continu", "prompt": "c181-l4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Continu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Continu is typically negotiated on a flat annual enterprise license based on broad, generous user bands."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|google-small|Teachable (Enterprise Plan)", "prompt": "c181-l4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Teachable (Enterprise Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "top-tier plans offer **unlimited users** for a flat, negotiated annual fee"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|google-small|Thinkific Plus", "prompt": "c181-l4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Thinkific Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teachable\\u2019s and Thinkific's top-tier plans offer **unlimited users** for a flat, negotiated annual fee."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|google-small|Workday Learning / Paylocity SmartLearn", "prompt": "c181-l4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Workday Learning / Paylocity SmartLearn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "using their native LMS module is often the most predictable financial option"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|google-small|Docebo", "prompt": "c181-l4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you are evaluating quote-based enterprise LMS platforms (like Docebo or Absorb LMS)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|google-small|Absorb LMS", "prompt": "c181-l4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "quote-based enterprise LMS platforms (like Docebo or Absorb LMS)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|meta-small|LifterLMS", "prompt": "c181-l4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best LMS for employee training for a large company that needs predictable total cost across thousands of users is LifterLMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|meta-small|Valamis", "prompt": "c181-l4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Valamis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Valamis, Docebo, and Cornerstone"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|meta-small|Docebo", "prompt": "c181-l4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Valamis, Docebo, and Cornerstone"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|meta-small|Cornerstone", "prompt": "c181-l4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Valamis, Docebo, and Cornerstone"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|minimax-small|Workademy", "prompt": "c181-l4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Workademy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Value for Predictable Flat-Rate Pricing ... **If you want simplicity:** **Workademy** - transparent flat-rate tiers"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|minimax-small|TalentLMS", "prompt": "c181-l4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TalentLMS** - Flexible Enterprise Options ... Transparent pricing, good scalability"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|minimax-small|LifterLMS", "prompt": "c181-l4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want true unlimited:** **LifterLMS** - flat annual fee regardless of user count"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|minimax-small|Cornerstone OnDemand", "prompt": "c181-l4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need enterprise-grade:** **Cornerstone OnDemand** - custom contracts provide budget certainty"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|minimax-small|SAP Litmos", "prompt": "c181-l4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP Litmos** - Volume Discounts ... Volume discounts for large user counts"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|minimax-small|Moodle", "prompt": "c181-l4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source fixed cost | Moodle (self-hosted, ~$2,000-$15,000/year for hosting/IT)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|mistral-small|LifterLMS", "prompt": "c181-l4", "model": "mistral-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for predictable scaling and full ownership. It uses a flat annual license model"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|mistral-small|TechClass", "prompt": "c181-l4", "model": "mistral-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TechClass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "LifterLMS (flat annual license) and TechClass (transparent per-user pricing) are the strongest choices"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|mistral-small|Absorb LMS", "prompt": "c181-l4", "model": "mistral-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you require advanced enterprise features and are comfortable with custom quotes, Absorb LMS is also a strong contender."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|moonshot-small|TalentLMS (Enterprise Plan)", "prompt": "c181-l4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS (Enterprise Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS Enterprise with Flex** or **CYPHER Learning** offer the best balance of enterprise features and cost predictability."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|moonshot-small|CYPHER Learning", "prompt": "c181-l4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "CYPHER Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TalentLMS Enterprise with Flex** or **CYPHER Learning** offer the best balance of enterprise features and cost predictability."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|moonshot-small|LifterLMS", "prompt": "c181-l4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have technical resources, **LifterLMS** provides the ultimate cost control with its flat-rate model."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|moonshot-small|SAP Litmos", "prompt": "c181-l4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tiered, more predictable than pure custom-quote platforms; reportedly has the **lowest published per-user cost**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|moonshot-small|Cornerstone OnDemand", "prompt": "c181-l4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid for Predictability - **Cornerstone OnDemand**: Named-user PEPM model bills for every licensed user"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|moonshot-small|Docebo", "prompt": "c181-l4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Docebo**: No published pricing; entirely custom quotes starting ~$25,000+/year, scaling unpredictably"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|moonshot-small|Absorb", "prompt": "c181-l4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Pure Custom Quote** (Docebo, Absorb) | ⭐ Lowest"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|moonshot-small|Workday Learning", "prompt": "c181-l4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Workday Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Workday Learning**: Bundled inside HCM contracts; difficult to isolate and predict learning-specific costs"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|openai-small|Cornerstone Learning", "prompt": "c181-l4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Cornerstone Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cornerstone** is the safest enterprise bet"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|openai-small|Docebo", "prompt": "c181-l4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "total cost can vary with usage rather than being perfectly fixed"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|openai-small|TalentLMS Enterprise", "prompt": "c181-l4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I'd lean toward **Cornerstone** or an **enterprise flat-fee TalentLMS arrangement**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|xai-small|TalentLMS", "prompt": "c181-l4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pure per-user SaaS (e.g., TalentLMS at ~$5-8/user/month... typically tie costs directly to user volume, making them less ideal"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|xai-small|360Learning", "prompt": "c181-l4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "360Learning at $8/user/month) ... making them less ideal despite strong enterprise features"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|xai-small|Docebo", "prompt": "c181-l4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "quote-based enterprise platforms (e.g., Docebo... typically tie costs directly to user volume, making them less ideal"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|xai-small|Cornerstone OnDemand", "prompt": "c181-l4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise giants (Cornerstone, etc.): Custom quotes ($50K–$500K+/year) ... less predictable without negotiation"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|xai-small|SAP SuccessFactors", "prompt": "c181-l4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "quote-based enterprise platforms (e.g., ... SAP SuccessFactors ... making them less ideal"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|xai-small|Workday Learning", "prompt": "c181-l4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Workday Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Workday Learning, often $5-10/active user with $25K+ annual minimums and add-ons) typically tie costs directly to user volume"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|xai-small|LifterLMS", "prompt": "c181-l4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LifterLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Top recommendation: LifterLMS (WordPress-based self-hosted LMS)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|xai-small|iSpring Learn", "prompt": "c181-l4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong alternative: iSpring Learn (SaaS with active-user pricing)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|xai-small|Moodle", "prompt": "c181-l4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "unlimited users, but high upfront IT costs/time—not \"predictable\" for all"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|xai-small|Absorb LMS", "prompt": "c181-l4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Per-active-user (enterprise quote-based); good for mid-large but variable."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|zai-small|Cornerstone OnDemand", "prompt": "c181-l4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Enterprise LMS with Predictable Contract **Cornerstone OnDemand**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|zai-small|Docebo", "prompt": "c181-l4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer AI\\u2011driven analytics and active\\u2011user pricing:** Choose **Docebo**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|zai-small|Absorb LMS", "prompt": "c181-l4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Balanced Features & Enterprise Scalability **Absorb LMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|zai-small|360Learning", "prompt": "c181-l4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Collaborative, Modern Learning **360Learning**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|zai-small|Adobe Learning Manager", "prompt": "c181-l4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Adobe Learning Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Adobe Ecosystem Integration **Adobe Learning Manager**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|zai-small|SAP SuccessFactors Learning", "prompt": "c181-l4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Very Large, SAP\\u2011Centric Organizations **SAP SuccessFactors Learning**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l4|zai-small|LifterLMS (WordPress)", "prompt": "c181-l4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LifterLMS (WordPress)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for predictable scaling; no per\\u2011user growth cost, but limited native enterprise features."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|google-small|Docebo", "prompt": "c181-l5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Docebo: Highly popular in the enterprise space. Extremely strong API ecosystem, great user interface, and highly mature security/SOC 2 practices."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|google-small|Cornerstone OnDemand", "prompt": "c181-l5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The heavyweight champion of complex, compliance-driven enterprise LMSs... (UX can feel a bit legacy, but its back-end is incredibly powerful)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|google-small|Absorb LMS", "prompt": "c181-l5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for stellar compliance workflows, automated administrative actions, and very reliable security postures."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|google-small|Sana Learn", "prompt": "c181-l5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Sana Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A newer, highly innovative option. Ideal if your company prioritizes a modern tech stack"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|google-small|Workday LMS", "prompt": "c181-l5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Workday LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Only if you already use Workday as your HRIS."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|meta-small|Absorb LMS", "prompt": "c181-l5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular LMS options that meet these criteria include:"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|meta-small|LearnUpon", "prompt": "c181-l5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular LMS options that meet these criteria include:"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|meta-small|Seismic Learning", "prompt": "c181-l5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Seismic Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular LMS options that meet these criteria include:"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|meta-small|Coggno", "prompt": "c181-l5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Coggno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular LMS options that meet these criteria include:"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|meta-small|LearnWorlds", "prompt": "c181-l5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnWorlds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular LMS options that meet these criteria include:"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|minimax-small|Workday Learning", "prompt": "c181-l5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Workday Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Great if you use Workday HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|minimax-small|Cornerstone OnDemand", "prompt": "c181-l5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Robust, enterprise-grade"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|minimax-small|SAP SuccessFactors Learning", "prompt": "c181-l5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong for large enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|minimax-small|360Learning", "prompt": "c181-l5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Collaborative, modern UX"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|minimax-small|Docebo", "prompt": "c181-l5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AI features, scalability"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|minimax-small|LearnTube / Lessonly", "prompt": "c181-l5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnTube / Lessonly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Modern alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|mistral-small|Cornerstone OnDemand", "prompt": "c181-l5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Recommended Vendors to Consider - **Cornerstone OnDemand**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|mistral-small|SAP Litmos", "prompt": "c181-l5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "SAP Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- **SAP Litmos**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|mistral-small|Docebo", "prompt": "c181-l5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- **Docebo**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|mistral-small|Absorb LMS", "prompt": "c181-l5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **Absorb LMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|mistral-small|TalentLMS", "prompt": "c181-l5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**TalentLMS** (for SMBs, but scalable)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|mistral-small|Bridge (by Instructure)", "prompt": "c181-l5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Bridge (by Instructure)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- **Bridge (by Instructure)**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|mistral-small|360Learning", "prompt": "c181-l5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- **360Learning**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|moonshot-small|Docebo", "prompt": "c181-l5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Would you like me to research specific vendors (like Docebo, Absorb, LearnUpon, Cornerstone) against these criteria"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|moonshot-small|Absorb", "prompt": "c181-l5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "specific vendors (like Docebo, Absorb, LearnUpon, Cornerstone)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|moonshot-small|LearnUpon", "prompt": "c181-l5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specific vendors (like Docebo, Absorb, LearnUpon, Cornerstone)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|moonshot-small|Cornerstone", "prompt": "c181-l5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specific vendors (like Docebo, Absorb, LearnUpon, Cornerstone)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|xai-small|Docebo", "prompt": "c181-l5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Contenders to Demo ... Docebo (strong analytics)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|xai-small|Absorb LMS", "prompt": "c181-l5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Absorb (HRIS depth)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|xai-small|360Learning", "prompt": "c181-l5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "360Learning (collaborative)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|xai-small|LearnUpon", "prompt": "c181-l5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LearnUpon (automation)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|xai-small|CYPHER Learning", "prompt": "c181-l5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "CYPHER Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Prioritize vendors with proven enterprise scale (e.g., Docebo, Absorb LMS, 360Learning, LearnUpon, CYPHER Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l5|xai-small|D2L Performance+", "prompt": "c181-l5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "D2L Performance+", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ROI metrics (e.g., D2L Performance+)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|alibaba-small|Moodle", "prompt": "c181-l6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While open-source platforms like Moodle are flexible, self-hosting them shifts the burden of infrastructure, security patches, and database optimization entirely to the enterprise."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|challenger-small|Canvas LMS", "prompt": "c181-l6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas LMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **avoid or scrutinize closely** include:\n\n- **Canvas LMS** — Docebo describes it as mainly aimed at higher education"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|challenger-small|Blackboard", "prompt": "c181-l6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "also described as particularly tailored toward higher education organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|challenger-small|Moodle / Moodle Workplace", "prompt": "c181-l6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle / Moodle Workplace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "not inherently unsuitable, but enterprise use depends heavily on technical expertise, hosting, and customization"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|challenger-small|TalentLMS", "prompt": "c181-l6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can make it a weaker fit if you need complex enterprise workflows and tighter business-system integration"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|challenger-small|Workday", "prompt": "c181-l6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "enterprise-suite products like Workday, SAP SuccessFactors, Cornerstone ... are more commonly recommended"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|challenger-small|SAP SuccessFactors", "prompt": "c181-l6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "enterprise-suite products like Workday, SAP SuccessFactors, Cornerstone ... are more commonly recommended"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|challenger-small|Cornerstone", "prompt": "c181-l6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "enterprise-suite products like Workday, SAP SuccessFactors, Cornerstone ... are more commonly recommended"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|challenger-small|Docebo", "prompt": "c181-l6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "dedicated enterprise LMSs such as Docebo, Absorb, or LearnUpon are more commonly recommended"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|challenger-small|Absorb", "prompt": "c181-l6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Absorb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "dedicated enterprise LMSs such as Docebo, Absorb, or LearnUpon are more commonly recommended"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|challenger-small|LearnUpon", "prompt": "c181-l6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "dedicated enterprise LMSs such as Docebo, Absorb, or LearnUpon are more commonly recommended"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|deepseek-small|Saba / Saba Cloud", "prompt": "c181-l6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Saba / Saba Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is one of the most consistently flagged systems... \"awful UI\" and \"clunky experience\"... Merger turmoil"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|deepseek-small|Lumesse", "prompt": "c181-l6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Lumesse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Related **Lumesse** gets similar criticism for being unintuitive with steep learning curves"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|deepseek-small|Cornerstone (OnDemand / Cornerstone LMS)", "prompt": "c181-l6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone (OnDemand / Cornerstone LMS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While widely used, large enterprises should be cautious due to: pricing and contract traps"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|deepseek-small|SumTotal Learn", "prompt": "c181-l6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SumTotal Learn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "SumTotal has been acquired by Cornerstone and is being retired — making it a dangerous choice for new commitments"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|deepseek-small|ToolBook", "prompt": "c181-l6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "ToolBook", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "The ToolBook line left customers holding outdated content (Flash/WMP dependent) with millions in conversion costs"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|google-small|Teachable", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Teachable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid them:** These platforms are highly popular for solopreneurs... fundamentally lacking in enterprise-grade architecture."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|google-small|Thinkific", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Thinkific", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid them:** ... fundamentally lacking in enterprise-grade architecture."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|google-small|Kajabi", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Kajabi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid them:** ... fundamentally lacking in enterprise-grade architecture."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|google-small|Podia", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Podia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why to avoid them:** ... fundamentally lacking in enterprise-grade architecture."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|google-small|TalentLMS", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "or basic tiers of TalentLMS ... Why to avoid them"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|google-small|Moodle", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Standard, Self-Hosted Moodle ... If you want Moodle's flexibility, avoid self-hosting."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|google-small|Moodle Workplace", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "only consider **Moodle Workplace** managed through a premium third-party hosting partner"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|google-small|Canvas (by Instructure)", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas (by Instructure)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Academic-First LMSs ... Why to avoid them"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|google-small|Blackboard", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Academic-First LMSs ... Why to avoid them"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|google-small|Google Classroom", "prompt": "c181-l6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Google Classroom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Academic-First LMSs ... Why to avoid them"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|moonshot-small|SAP Enable Now", "prompt": "c181-l6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP Enable Now", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprises should **avoid new investments** and plan migration if currently deployed."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|moonshot-small|Saba (now under Cornerstone)", "prompt": "c181-l6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Saba (now under Cornerstone)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Organizations should verify whether their specific Saba deployment is receiving active feature development versus maintenance-only support before renewing"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|moonshot-small|Cornerstone OnDemand", "prompt": "c181-l6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "generates substantial complaints at enterprise scale ... it's functional at scale but demands substantial operational overhead"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|xai-small|Cornerstone OnDemand", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why cautious/avoid**: Often \"completion-focused\" bolt-ons within broader HR suites, lacking native LMS depth."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|xai-small|SAP SuccessFactors Learning", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP SuccessFactors Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Integrated HCMS Add-Ons (e.g., Cornerstone OnDemand, SAP SuccessFactors Learning, Saba, Workday Learning)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|xai-small|Saba", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Saba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Integrated HCMS Add-Ons (e.g., ... Saba, Workday Learning)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|xai-small|Workday Learning", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Workday Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Integrated HCMS Add-Ons (e.g., Cornerstone OnDemand, SAP SuccessFactors Learning, Saba, Workday Learning)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|xai-small|Moodle open-source", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle open-source", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Basic or SMB-Focused LMS (e.g., Moodle open-source ... Poor scalability (crashes under heavy load), weak security"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|xai-small|MoodleCloud", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "MoodleCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "older MoodleCloud, or low-end SaaS ... Poor scalability (crashes under heavy load)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|xai-small|TalentLMS", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "low-end SaaS like some TalentLMS setups ... Poor scalability"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|xai-small|Learn:Up/WorkRamp", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Learn:Up/WorkRamp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Why cautious**: Rare but harsh feedback like \"worst LMS ever\" (Capterra 2023) on usability/performance."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|xai-small|Docebo", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Opt for enterprise-proven like **Docebo, Absorb LMS, 360Learning** (G2 4.6–4.7/5, praised for scale/security)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|xai-small|Absorb LMS", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Opt for enterprise-proven like **Docebo, Absorb LMS, 360Learning**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|xai-small|360Learning", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Opt for enterprise-proven like **Docebo, Absorb LMS, 360Learning**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|xai-small|Rippling", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Rippling/UKG Pro for HR-integrated."}, {"id": "mai-20260918-0021-calibration_b-2|c181-l6|xai-small|UKG Pro", "prompt": "c181-l6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "UKG Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Rippling/UKG Pro for HR-integrated."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|alibaba-small|LearnUpon", "prompt": "c181-m1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LearnUpon** is frequently cited as the strongest overall choice, particularly because its core architecture supports both internal and external users seamlessly."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|alibaba-small|TalentLMS", "prompt": "c181-m1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Simplicity & Speed to Launch: **TalentLMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|alibaba-small|360Learning", "prompt": "c181-m1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Collaboration & Social Learning: **360Learning**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|alibaba-small|SAP Litmos", "prompt": "c181-m1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Compliance & Reporting: **SAP Litmos**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|anthropic-small|Absorb LMS", "prompt": "c181-m1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Absorb LMS** appears to be a leading choice."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|anthropic-small|TalentLMS", "prompt": "c181-m1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TalentLMS** is another strong fit."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|anthropic-small|Docebo", "prompt": "c181-m1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Docebo** offers powerful AI features."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|anthropic-small|Litmos (now SAP Litmos)", "prompt": "c181-m1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Litmos (now SAP Litmos)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Litmos (now SAP Litmos)** is also viable."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|anthropic-small|iSpring", "prompt": "c181-m1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "iSpring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some options like iSpring offer excellent features at lower costs"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|challenger-small|TalentLMS", "prompt": "c181-m1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** is the safest default"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|challenger-small|WorkRamp", "prompt": "c181-m1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "WorkRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "highlighted as the most flexible all-in-one option for mid-market companies with multiple audiences"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|challenger-small|LearnUpon", "prompt": "c181-m1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LearnUpon** or **Absorb LMS** \\u2014 both are commonly recommended for multi-audience training"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|challenger-small|Absorb LMS", "prompt": "c181-m1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "both are commonly recommended for multi-audience training"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|challenger-small|360Learning", "prompt": "c181-m1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "specifically called out for mid-market companies where subject-matter experts and peers help create learning content"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|deepseek-small|TalentLMS", "prompt": "c181-m1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** is the safest all-around pick for speed, ease, and cost"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|deepseek-small|LearnUpon", "prompt": "c181-m1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LearnUpon** is the strongest choice if you want more structure, scale"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|deepseek-small|360Learning", "prompt": "c181-m1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for collaborative / peer-driven learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|deepseek-small|WorkRamp", "prompt": "c181-m1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "WorkRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want to train employees *and* customers/partners in one place"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|deepseek-small|Docebo", "prompt": "c181-m1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "geared more toward large enterprise ... may be overkill for smaller mid-market teams"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|deepseek-small|Absorb", "prompt": "c181-m1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "great for mid-market to enterprise, but a longer implementation (4\\u20138 weeks) and no native authoring tools"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|deepseek-small|iSpring Learn", "prompt": "c181-m1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "look at **iSpring Learn** (great PowerPoint-based authoring)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|deepseek-small|SkyPrep", "prompt": "c181-m1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SkyPrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tight \\u2192 **TalentLMS** or **SkyPrep**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|google-small|WorkRamp", "prompt": "c181-m1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "WorkRamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "WorkRamp: Best Overall for Modern B2B & Tech Companies"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|google-small|LearnUpon", "prompt": "c181-m1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LearnUpon: Best for Customer & Partner Training (Extended Enterprise)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|google-small|Absorb LMS", "prompt": "c181-m1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Absorb LMS: Best All-Around for Employee Training & Compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|google-small|Cornerstone", "prompt": "c181-m1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "a \"safer\" alternative to overly complex legacy enterprise systems like Cornerstone or SAP"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|google-small|SAP", "prompt": "c181-m1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "a \"safer\" alternative to overly complex legacy enterprise systems like Cornerstone or SAP"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|google-small|360Learning", "prompt": "c181-m1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "360Learning: Best for Peer-to-Peer & Collaborative Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|google-small|TalentLMS", "prompt": "c181-m1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "It lacks SOC 2 Type 2 security certification, which can be an immediate dealbreaker for regulated B2B industries"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|meta-small|TalentLMS", "prompt": "c181-m1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best LMS for employee training for a mid-market B2B company is TalentLMS, according to multiple sources."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|meta-small|360Learning", "prompt": "c181-m1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong choices for mid-market companies include 360Learning and SAP Litmos."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|meta-small|SAP Litmos", "prompt": "c181-m1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other strong choices for mid-market companies include 360Learning and SAP Litmos."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|minimax-small|LearnUpon", "prompt": "c181-m1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick for a typical mid-market B2B company:** **LearnUpon** or **TalentLMS**."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|minimax-small|TalentLMS", "prompt": "c181-m1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LearnUpon** or **TalentLMS**. ... TalentLMS if you prioritize speed and simplicity."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|minimax-small|SAP Litmos", "prompt": "c181-m1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SAP Litmos** — Best for Compliance-First Organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|minimax-small|Absorb LMS", "prompt": "c181-m1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Absorb LMS** — Best for Comprehensive Employee Training"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|mistral-small|TalentLMS", "prompt": "c181-m1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** is the best overall choice due to its simplicity, speed, and strong fit for employee training"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|mistral-small|LearnUpon", "prompt": "c181-m1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best suited for mid-sized enterprises that need to train multiple external audiences"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|mistral-small|360Learning", "prompt": "c181-m1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another top contender, especially for companies that value collaborative learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|mistral-small|SAP Litmos", "prompt": "c181-m1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "SAP Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Known for its robust feature set and strong integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|moonshot-small|TalentLMS", "prompt": "c181-m1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **TalentLMS** for its speed and value"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|moonshot-small|LearnUpon", "prompt": "c181-m1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you also need to **train customers or partners** (very common in B2B), invest in **LearnUpon**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|moonshot-small|360Learning", "prompt": "c181-m1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Collaborative & Peer-Driven Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|moonshot-small|Absorb LMS", "prompt": "c181-m1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for AI-Driven Administration & Compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|moonshot-small|Learn365 (formerly LMS365)", "prompt": "c181-m1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Learn365 (formerly LMS365)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Deep Microsoft 365 integration** | Learn365 (formerly LMS365)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|openai-small|Absorb LMS", "prompt": "c181-m1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around LMS is usually **Absorb LMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|openai-small|Trainual", "prompt": "c181-m1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want fastest onboarding and SOP/documentation:** **Trainual**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|openai-small|Rippling", "prompt": "c181-m1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want HR/payroll + training in one stack:** **Rippling** or **Paycom**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|openai-small|Paycom", "prompt": "c181-m1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Paycom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** or **Paycom** — useful if you want learning tightly integrated with workforce systems"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|openai-small|Docebo", "prompt": "c181-m1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want AI-driven personalization and deeper enterprise learning workflows:** **Docebo**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|openai-small|TalentLMS", "prompt": "c181-m1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best budget-friendly/simple option for growing teams:** **TalentLMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|xai-small|TalentLMS", "prompt": "c181-m1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS edges out as the most frequently recommended \"best overall\" for mid-market B2B employee training."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|xai-small|Absorb LMS", "prompt": "c181-m1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top-rated support, AI-driven paths, reporting, modern UI... Pricing opaque; better for 200+ employees."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|xai-small|360Learning", "prompt": "c181-m1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Peer-driven courses, AI tools, strong reporting. Suits B2B teams blending self-paced + cohort training."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|xai-small|Docebo", "prompt": "c181-m1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More enterprise-focused (custom pricing $25k+/yr), overkill for mid-market"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|xai-small|Litmos", "prompt": "c181-m1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More enterprise-focused (custom pricing $25k+/yr), overkill for mid-market"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|xai-small|LearnUpon", "prompt": "c181-m1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Solid alternatives for external B2B training but less dominant for pure employee use."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|xai-small|ProProfs", "prompt": "c181-m1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "ProProfs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Solid alternatives for external B2B training but less dominant for pure employee use."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|zai-small|TalentLMS", "prompt": "c181-m1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** is widely regarded as the top choice for mid‑market B2B companies"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|zai-small|iSpring Learn", "prompt": "c181-m1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **iSpring Learn** for its fast content conversion and strong performance tracking"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|zai-small|Absorb LMS", "prompt": "c181-m1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Absorb LMS** offers deeper analytics and SOC 2 compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|zai-small|Docebo", "prompt": "c181-m1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Docebo** is a powerful—but pricier—option"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|zai-small|360Learning", "prompt": "c181-m1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Add Docebo or 360Learning if you anticipate rapid growth, global reach, or heavy peer collaboration"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m1|zai-small|Bridge", "prompt": "c181-m1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Bridge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "One platform that combines training, skills management, and performance tracking"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|alibaba-small|Docebo", "prompt": "c181-m2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Docebo** is widely considered the best all-rounder for mid-sized businesses today."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|alibaba-small|TalentLMS", "prompt": "c181-m2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TalentLMS (Best for Speed and Budget)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|alibaba-small|Absorb LMS", "prompt": "c181-m2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Absorb LMS (Best for Corporate Branding)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|alibaba-small|LearnDash", "prompt": "c181-m2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnDash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LearnDash (Best for WordPress Users)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|anthropic-small|Continu", "prompt": "c181-m2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Continu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall: Continu**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|anthropic-small|Trainual", "prompt": "c181-m2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Operational Integration: Trainual**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|anthropic-small|Absorb LMS", "prompt": "c181-m2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Compliance-Focused Organizations: Absorb LMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|anthropic-small|Tovuti", "prompt": "c181-m2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Tovuti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other LMS platforms worth considering include Tovuti, TalentLMS, and Litmos"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|anthropic-small|TalentLMS", "prompt": "c181-m2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "TalentLMS being the best choice if published pricing matters most"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|anthropic-small|Litmos", "prompt": "c181-m2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Litmos deploying fastest"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|challenger-small|Absorb LMS", "prompt": "c181-m2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Absorb LMS** as the safest all-around choice"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|challenger-small|TalentLMS", "prompt": "c181-m2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TalentLMS** is the better value-oriented alternative for small-to-mid-sized teams"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|challenger-small|LearnUpon", "prompt": "c181-m2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LearnUpon** if your mid-sized B2B company has **more complex training needs**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|challenger-small|Docebo", "prompt": "c181-m2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Docebo** if you expect to grow into a more **comprehensive, AI-forward enterprise-style platform**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|deepseek-small|LearnUpon", "prompt": "c181-m2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: LearnUpon"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|deepseek-small|Docebo", "prompt": "c181-m2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Most powerful, but heavier setup (8–12 weeks) and cost—often overkill for mid-size unless you have a dedicated L&D team."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|deepseek-small|360Learning", "prompt": "c181-m2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for mid-size tech/knowledge firms."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|deepseek-small|TalentLMS", "prompt": "c181-m2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-conscious SMBs; employee, external, and compliance training"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|deepseek-small|Absorb LMS", "prompt": "c181-m2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good balance, but weaker native authoring and setup takes 4–8 weeks."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|deepseek-small|Litmos", "prompt": "c181-m2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider **Litmos** for easier setup and strong compliance features."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|google-small|LearnUpon", "prompt": "c181-m2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Multi-Audience B2B: **LearnUpon**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|google-small|Absorb LMS", "prompt": "c181-m2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High Growth & Advanced Features: **Absorb LMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|google-small|Skilljar", "prompt": "c181-m2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Skilljar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for B2B Tech / Customer Success Focus: **Skilljar** (by Gainsight)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|google-small|TalentLMS", "prompt": "c181-m2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best on a Budget & Quick to Deploy: **TalentLMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|google-small|Docebo", "prompt": "c181-m2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "incredibly powerful but has a steeper learning curve and a higher price tag than options like LearnUpon or TalentLMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|meta-small|LearnUpon", "prompt": "c181-m2", "model": "meta-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LearnUpon - Best for mid-sized enterprises training multiple external audiences."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|meta-small|Bridge", "prompt": "c181-m2", "model": "meta-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Bridge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bridge - Best corporate LMS for mid-market companies"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|meta-small|Absorb LMS", "prompt": "c181-m2", "model": "meta-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Absorb LMS - A popular choice for corporate LMS software."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|minimax-small|LearnUpon", "prompt": "c181-m2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **LearnUpon** if you need to train external audiences"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|minimax-small|360Learning", "prompt": "c181-m2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **360Learning** if your primary focus is internal employee development"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|minimax-small|Moodle", "prompt": "c181-m2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source, highly customizable, good for companies with technical resources"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|minimax-small|TalentLMS", "prompt": "c181-m2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "User-friendly, good pricing, suitable for mid-sized businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|minimax-small|Docebo", "prompt": "c181-m2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI-powered, scalable solution for growing companies"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|mistral-small|Absorb LMS", "prompt": "c181-m2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Absorb LMS is the top overall choice due to its scalability, strong reviews, and robust features."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|mistral-small|TalentLMS", "prompt": "c181-m2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TalentLMS is a great alternative if you need a faster, more user-friendly setup."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|mistral-small|LearnUpon", "prompt": "c181-m2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LearnUpon is ideal if you have multiple external training audiences"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|mistral-small|ProProfs Training Maker", "prompt": "c181-m2", "model": "mistral-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ProProfs is a solid option for compliance-focused training programs."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|moonshot-small|TalentLMS", "prompt": "c181-m2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd suggest **starting with TalentLMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|moonshot-small|Absorb LMS", "prompt": "c181-m2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Absorb LMS** is worth the premium"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|moonshot-small|360Learning", "prompt": "c181-m2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**360Learning** - Best for Collaborative Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|moonshot-small|LearnUpon", "prompt": "c181-m2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LearnUpon** - Best for Multi-Audience Training"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|openai-small|Docebo", "prompt": "c181-m2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd choose **Docebo** for most mid-sized B2B companies"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|openai-small|Absorb LMS", "prompt": "c181-m2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick Absorb LMS if you want: a very solid **mid-market** LMS for employee training and compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|openai-small|360Learning", "prompt": "c181-m2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **360Learning** as well, especially if your company wants lots of subject-matter experts creating training content quickly"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|xai-small|TalentLMS", "prompt": "c181-m2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **TalentLMS** as a strong starting point for a mid-sized B2B company"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|xai-small|Docebo", "prompt": "c181-m2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Advanced AI features lag behind pricier options like Docebo"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|xai-small|Absorb LMS", "prompt": "c181-m2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Alternatives ... **Absorb LMS** | Compliance-heavy training"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|xai-small|LearnUpon", "prompt": "c181-m2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LearnUpon** | Training employees + external clients/partners"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|xai-small|360Learning", "prompt": "c181-m2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**360Learning** | Collaborative/peer learning, upskilling"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|zai-small|TalentLMS", "prompt": "c181-m2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Designed for mid‑market organizations with fast rollout expectations; affordable, easy to set up"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|zai-small|LearnUpon", "prompt": "c181-m2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid‑sized enterprises that train multiple external audiences (employees, customers, partners)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|zai-small|Absorb LMS", "prompt": "c181-m2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Absorb LMS** for its robust certification and compliance tracking."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|zai-small|Docebo", "prompt": "c181-m2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Docebo** for AI‑enabled personalization and social learning."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|zai-small|360Learning", "prompt": "c181-m2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **360Learning** for social, peer‑authored courses."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m2|zai-small|CYPHER Learning", "prompt": "c181-m2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "CYPHER Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **CYPHER Learning** for advanced automation and real‑time dashboards."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|alibaba-small|Canvas (by Instructure)", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Canvas (by Instructure)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Currently considered the gold standard in modern academia due to its intuitive interface."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|alibaba-small|Moodle", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The world's most popular open-source LMS... Cons: Steep learning curve; the UI is dated compared to Canvas."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|alibaba-small|D2L Brightspace", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "D2L Brightspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Can be feature-heavy/clunky compared to Canvas; integration issues have plagued past versions"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|alibaba-small|Cornerstone OnDemand", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Large enterprises needing a full HR lifecycle solution."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|alibaba-small|Docebo", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A cloud-native leader known for innovation."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|alibaba-small|TalentLMS", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Designed specifically for Small-to-Medium Businesses (SMBs)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|alibaba-small|Teachable", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Teachable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Freelancers, consultants, and influencers selling video courses."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|alibaba-small|Thinkific", "prompt": "c181-m3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Platforms where creators sell digital products to consumers."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|anthropic-small|CYPHER Learning", "prompt": "c181-m3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "CYPHER Learning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CYPHER Learning is positioned as the unified, AI-first leader in skills development and compliance management in 2026"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|anthropic-small|D2L Brightspace", "prompt": "c181-m3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "D2L Brightspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "focuses on enterprise upskilling with role-based learning paths, advanced analytics, AI-driven content creation"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|anthropic-small|Docebo", "prompt": "c181-m3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "distinguishes itself with the Harmony AI system, robust analytics, and advanced e-commerce capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|anthropic-small|360Learning", "prompt": "c181-m3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "collaborative learning platform with AI-powered content creation and peer learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|anthropic-small|TalentLMS", "prompt": "c181-m3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "described as easy to build, use, and scale, with AI course creation tools"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|anthropic-small|Moodle", "prompt": "c181-m3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "open-source learning management system with extensive customization options"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|anthropic-small|Skilljar", "prompt": "c181-m3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Skilljar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "customer education LMS built for training customers and partners"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|anthropic-small|Blackboard Learn", "prompt": "c181-m3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Blackboard Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "academic LMS focused on course delivery and assessment, well-suited for schools, colleges, and universities"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|challenger-small|Docebo", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Docebo** or **Absorb LMS** if you need enterprise-grade automation or compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|challenger-small|Absorb LMS", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Docebo** or **Absorb LMS** if you need enterprise-grade automation or compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|challenger-small|360Learning", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **360Learning** if you want employees to create and share knowledge."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|challenger-small|TalentLMS", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **TalentLMS** if you want something easier and faster to launch for an SMB."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|challenger-small|LearnUpon", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "for **small and mid-sized businesses**, TalentLMS and LearnUpon stand out"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|challenger-small|Moodle", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Moodle** if you want open-source flexibility and control."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|challenger-small|Blackboard", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Blackboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Blackboard** or **Canvas** if your primary use is academic instruction."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|challenger-small|Canvas", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Canvas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Blackboard** or **Canvas** if your primary use is academic instruction."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|challenger-small|iSpring Learn", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Good for rapid rollout and converting existing content into training."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|challenger-small|Cornerstone OnDemand", "prompt": "c181-m3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Often positioned around talent management plus learning, rather than standalone training."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|deepseek-small|Canvas (by Instructure)", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Canvas (by Instructure)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Education** → Canvas or Moodle"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|deepseek-small|Moodle", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Education** → Canvas or Moodle"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|deepseek-small|Blackboard Learn", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Blackboard Learn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its user interface is often considered dated compared to newer platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|deepseek-small|TalentLMS", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Small business on a budget** → TalentLMS or LearnUpon"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|deepseek-small|LearnUpon", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Small business on a budget** → TalentLMS or LearnUpon"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|deepseek-small|Coassemble", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Coassemble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Also well-regarded, lightweight options"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|deepseek-small|BrainCert", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "BrainCert", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Also well-regarded, lightweight options"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|deepseek-small|Docebo", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Large enterprise with compliance needs** → Docebo, Cornerstone OnDemand, or Absorb"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|deepseek-small|Cornerstone OnDemand", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Large enterprise with compliance needs** → Docebo, Cornerstone OnDemand, or Absorb"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|deepseek-small|Absorb LMS", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Known for enterprise customization and compliance-intensive industries (~$30K+/year, no public pricing, steep learning curve)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|deepseek-small|360Learning", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Stands out for peer-driven, collaborative knowledge sharing within teams"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|deepseek-small|Sana", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Sana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Enterprise tools like Docebo, Sana, and Continu emphasize AI-driven delivery"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|deepseek-small|Continu", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Continu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Enterprise tools like Docebo, Sana, and Continu emphasize AI-driven delivery"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|deepseek-small|Learn Amp", "prompt": "c181-m3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Learn Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "360Learning and Learn Amp emphasize peer learning and employee development"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|google-small|Canvas (by Instructure)", "prompt": "c181-m3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Canvas (by Instructure)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed market leader in North American higher education."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|google-small|Moodle", "prompt": "c181-m3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Budget-conscious schools or organizations with robust internal IT teams."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|google-small|Blackboard Learn (by Anthology)", "prompt": "c181-m3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Blackboard Learn (by Anthology)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Traditional, large-scale academic institutions."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|google-small|Docebo", "prompt": "c181-m3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The sophisticated, AI-driven corporate powerhouse."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|google-small|TalentLMS", "prompt": "c181-m3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Small-to-medium-sized businesses (SMBs) needing fast setup."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|google-small|Absorb LMS", "prompt": "c181-m3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The high-end, visual experience platform."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|google-small|360Learning", "prompt": "c181-m3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A collaborative, social-first learning platform."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|meta-small|TalentLMS", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top LMS platforms include TalentLMS, Coassemble, LearnUpon, BrainCert, Schoox, CoreAchieve, Anthology, 360Learning, and CYPHER Learning."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|meta-small|Coassemble", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Coassemble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top LMS platforms include TalentLMS, Coassemble, LearnUpon..."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|meta-small|LearnUpon", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top LMS platforms include TalentLMS, Coassemble, LearnUpon, BrainCert..."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|meta-small|BrainCert", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "BrainCert", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "LearnUpon, BrainCert, Schoox, CoreAchieve"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|meta-small|Schoox", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Schoox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BrainCert, Schoox, CoreAchieve, Anthology"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|meta-small|CoreAchieve", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "CoreAchieve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Schoox, CoreAchieve, Anthology, 360Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|meta-small|Anthology", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Anthology", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CoreAchieve, Anthology, 360Learning, and CYPHER Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|meta-small|360Learning", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Anthology, 360Learning, and CYPHER Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|meta-small|CYPHER Learning", "prompt": "c181-m3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "CYPHER Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "360Learning, and CYPHER Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|minimax-small|Moodle", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For academic institutions, Canvas and Moodle are leading choices... For maximum customization, Moodle remains unmatched."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|minimax-small|Canvas LMS", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Canvas LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For academic institutions, Canvas and Moodle are leading choices."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|minimax-small|Blackboard Learn (Anthology)", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Blackboard Learn (Anthology)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Blackboard Learn, now under Anthology, is a veteran in the LMS space, particularly strong in higher education."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|minimax-small|Docebo", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For corporations seeking advanced features and scalability, Docebo and Cornerstone stand out."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|minimax-small|TalentLMS", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For small businesses with limited budgets, TalentLMS and iSpring Learn offer excellent value."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|minimax-small|Cornerstone OnDemand", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Docebo and Cornerstone stand out"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|minimax-small|Absorb LMS", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Absorb is a cloud-based LMS focused on customer and employee training."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|minimax-small|iSpring Learn", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "TalentLMS and iSpring Learn offer excellent value"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|minimax-small|Learn Amp", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Learn Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Learn Amp stands out for employee development, featuring a modern UI/UX and powerful reporting."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|minimax-small|LearnUpon", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "LearnUpon is a cloud-based LMS optimized for customer training and enterprise learning."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|minimax-small|Thought Industries", "prompt": "c181-m3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Thought Industries", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Customer Training:** Thought Industries, LearnUpon, Absorb."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|mistral-small|Learn Amp", "prompt": "c181-m3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Learn Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Employee development"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|mistral-small|Cornerstone OnDemand", "prompt": "c181-m3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Skill management and mobile learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|mistral-small|Docebo LMS", "prompt": "c181-m3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Docebo leads with AI-driven features."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|mistral-small|Thought Industries", "prompt": "c181-m3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Thought Industries", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong focus on external (customer) training, though data metrics could be improved."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|mistral-small|LearnUpon", "prompt": "c181-m3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Both are praised for their administrative efficiency and customer training capabilities."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|mistral-small|D2L for Business", "prompt": "c181-m3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "D2L for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Both are praised for their administrative efficiency and customer training capabilities."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|mistral-small|Eurekos", "prompt": "c181-m3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Eurekos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus on analytics and future-ready AI features."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|mistral-small|CYPHER Learning", "prompt": "c181-m3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "CYPHER Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CYPHER Learning and 360Learning excel in collaborative environments."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|mistral-small|360Learning", "prompt": "c181-m3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "CYPHER Learning and 360Learning excel in collaborative environments."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|mistral-small|Moodle Workplace", "prompt": "c181-m3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle Workplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Open-source nature allows for extensive customization, but may require more technical expertise."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|mistral-small|iSpring Learn", "prompt": "c181-m3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Fast deployment and user-friendly course building tools."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|mistral-small|TalentLMS", "prompt": "c181-m3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Known for its flexibility and ease of setup."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|mistral-small|Absorb LMS", "prompt": "c181-m3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Strong enterprise features and integrations."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|mistral-small|Litmos", "prompt": "c181-m3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Emphasis on mobile accessibility and rapid deployment."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|mistral-small|Trainual", "prompt": "c181-m3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Focus on small businesses and ease of use."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|moonshot-small|Canvas (Instructure)", "prompt": "c181-m3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Canvas (Instructure)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Canvas** leads in market share and user experience, with streamlined grading workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|moonshot-small|Moodle", "prompt": "c181-m3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Free, customizable solution** | Moodle"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|moonshot-small|Blackboard", "prompt": "c181-m3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Blackboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Blackboard** provides the most extensive third-party content integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|moonshot-small|D2L Brightspace", "prompt": "c181-m3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "D2L Brightspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**D2L** focuses on accessibility and detailed administrative control"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|moonshot-small|TalentLMS", "prompt": "c181-m3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Fastest setup for SMBs** | TalentLMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|moonshot-small|Docebo", "prompt": "c181-m3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Enterprise AI-driven learning** | Docebo"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|moonshot-small|360Learning", "prompt": "c181-m3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Collaborative peer learning** | 360Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|moonshot-small|Absorb LMS", "prompt": "c181-m3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Mobile-first experience** | Absorb LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|moonshot-small|SAP Litmos", "prompt": "c181-m3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Compliance & regulatory training** | SAP Litmos or Cornerstone"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|moonshot-small|Cornerstone OnDemand", "prompt": "c181-m3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Large-scale talent management | Comprehensive HR integration"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|openai-small|Canvas (Instructure)", "prompt": "c181-m3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Canvas (Instructure)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Easiest to adopt:** Canvas"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|openai-small|Blackboard Learn (Anthology)", "prompt": "c181-m3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Blackboard Learn (Anthology)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Most enterprise/feature-heavy for academia:** Blackboard"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|openai-small|Moodle", "prompt": "c181-m3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Most customizable:** Moodle"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|openai-small|D2L Brightspace", "prompt": "c181-m3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "D2L Brightspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Institutions focused on analytics, adaptive learning, and structured course design."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|openai-small|Schoology", "prompt": "c181-m3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Schoology", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for K\b12 districts:** Canvas or Schoology"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|openai-small|TalentLMS", "prompt": "c181-m3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for corporate learning:** Docebo, Cornerstone, TalentLMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|openai-small|Docebo", "prompt": "c181-m3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for corporate learning:** Docebo, Cornerstone, TalentLMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|openai-small|Cornerstone", "prompt": "c181-m3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for corporate learning:** Docebo, Cornerstone, TalentLMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|xai-small|TalentLMS", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** - Best for SMBs and quick corporate training (G2: 4.6/5)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|xai-small|Docebo", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Docebo** - Top enterprise pick with AI features (G2: 4.4/5)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|xai-small|Absorb LMS", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for compliance and mid-market (G2: 4.4/5)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|xai-small|Cornerstone OnDemand", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise HR-integrated learning."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|xai-small|360Learning", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Collaborative, peer-driven learning."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|xai-small|Moodle", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Open-source leader for education/custom needs."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|xai-small|Canvas LMS", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Canvas LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Modern academic LMS (higher ed/K-12 focus)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|xai-small|LearnUpon", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**LearnUpon** or **iSpring Learn** - Affordable blended training."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|xai-small|iSpring Learn", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**LearnUpon** or **iSpring Learn** - Affordable blended training."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|xai-small|Blackboard", "prompt": "c181-m3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Blackboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Clunky interface, expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|zai-small|Docebo", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Needs AI-powered personalization and social learning for employees | **Docebo**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|zai-small|Absorb LMS", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Requires enterprise-grade features with strong mobile support | **Absorb LMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|zai-small|TalentLMS", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Is a small-to-mid-sized business needing quick setup and ease of use | **TalentLMS** or **CYPHER Learning**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|zai-small|iSpring Learn", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wants to build and deploy courses without technical expertise | **iSpring Learn**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|zai-small|CYPHER Learning", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "CYPHER Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Small to mid-sized businesses | Modern interface, mobile-friendly, AI-powered recommendations"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|zai-small|SAP Litmos", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SAP Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Focuses on compliance, safety training, and corporate learning | **SAP Litmos**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|zai-small|Canvas", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Canvas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Wants a modern, user-friendly experience for higher education | **Canvas**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|zai-small|Blackboard", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Blackboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Requires deep assessment tools and accessibility compliance for universities | **Blackboard**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|zai-small|Moodle", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Needs maximum control and customization with minimal cost | **Moodle** (open-source)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|zai-small|Schoology", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Schoology", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Schoology** | K-12 & higher education | Free for individuals, granular role creation"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m3|zai-small|D2L Brightspace", "prompt": "c181-m3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "D2L Brightspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**D2L Brightspace** | Outcomes-led learning | Personalized learning paths"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|alibaba-small|TalentLMS", "prompt": "c181-m4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** is widely considered the best LMS for companies with a limited budget."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|alibaba-small|Moodle (Open Source)", "prompt": "c181-m4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cons: Requires significant technical expertise to host, maintain, and upgrade."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|alibaba-small|EdApp", "prompt": "c181-m4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "EdApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mobile-first training and microlearning."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|anthropic-small|TalentLMS", "prompt": "c181-m4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS is the fastest route to a working LMS for a small or mid-sized team, and one of the few that publishes its prices."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|anthropic-small|SkyPrep", "prompt": "c181-m4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "SkyPrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SkyPrep is a reliable, uncomplicated LMS for simple, budget-conscious mid-market organizations, starting at $319/month for up to 100 users."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|anthropic-small|Chamilo", "prompt": "c181-m4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Chamilo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Chamilo offers an open-source foundation with advanced hosting plans, with the Starter plan costing \\u20ac399/month for up to 500 users."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|challenger-small|TalentLMS", "prompt": "c181-m4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default pick is **TalentLMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|challenger-small|ProProfs Training Maker", "prompt": "c181-m4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "very low starting cost... best overall balance of affordability and functionality"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|challenger-small|Moodle", "prompt": "c181-m4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want **open-source** and are willing to manage setup/admin yourself"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|challenger-small|GoSkills", "prompt": "c181-m4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong low-cost option for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|challenger-small|iSpring Learn", "prompt": "c181-m4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "budget-friendly, but usually not the cheapest"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|deepseek-small|TalentLMS", "prompt": "c181-m4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most budget-conscious small businesses, **TalentLMS** offers the best balance of affordability, ease of use, and corporate features"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|deepseek-small|ProProfs Training Maker", "prompt": "c181-m4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your budget is **extremely tight**, start with **ProProfs** (~$2/learner/month)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|deepseek-small|iSpring Learn", "prompt": "c181-m4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **larger teams** (50+ employees), **iSpring Learn** scales best on price per user."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|deepseek-small|Moodle", "prompt": "c181-m4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**The catch:** Requires IT expertise to set up, host, and maintain."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|deepseek-small|Zoho Learn", "prompt": "c181-m4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "free tiers of TalentLMS/Zoho Learn"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|deepseek-small|GoSkills", "prompt": "c181-m4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Includes a built-in library of business courses (great if you want ready-made content, but limits deep customization)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|deepseek-small|Google Classroom", "prompt": "c181-m4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Free but designed more for education than corporate training."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|deepseek-small|Canvas", "prompt": "c181-m4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Canvas", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Free but designed more for education than corporate training."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|deepseek-small|Coursebox", "prompt": "c181-m4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Coursebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free tier with unlimited learners, ~$30/month; AI-powered course creation."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|google-small|TalentLMS", "prompt": "c181-m4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small-to-Medium Businesses: **TalentLMS** ... widely considered the gold standard for budget-conscious corporate training"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|google-small|GoSkills", "prompt": "c181-m4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best If You Need Pre-Made Courses (No Content Creator on Staff): **GoSkills**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|google-small|Groundwork1", "prompt": "c181-m4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Groundwork1", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Deskless, Mobile, or High-Turnover Teams: **Groundwork1**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|google-small|Google Classroom", "prompt": "c181-m4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The interface is very basic, and it lacks \"corporate\" LMS features like SCORM compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|google-small|Moodle", "prompt": "c181-m4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Moodle is only \"free\" if you have a web developer... Moodle will quickly end up costing more than TalentLMS."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|google-small|Absorb", "prompt": "c181-m4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Many enterprise platforms (like Absorb or Docebo) look affordable per user but charge a mandatory $2,000 to $10,000 \"onboarding fee.\""}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|google-small|Docebo", "prompt": "c181-m4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Many enterprise platforms (like Absorb or Docebo) look affordable per user but charge a mandatory $2,000 to $10,000 \"onboarding fee.\""}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|meta-small|EducateMe", "prompt": "c181-m4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "EducateMe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EducateMe - a cost-effective AI-powered corporate LMS for mid-sized companies."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|meta-small|ProProfs Training Maker", "prompt": "c181-m4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ProProfs Training Maker - a competitively priced cloud LMS for employee training."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|meta-small|TalentLMS", "prompt": "c181-m4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TalentLMS - a budget-friendly internal training for small teams."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|minimax-small|TalentLMS", "prompt": "c181-m4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** if you want a good balance of features and affordability"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|minimax-small|Moodle", "prompt": "c181-m4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Moodle** if you have technical resources and want maximum control at low cost"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|minimax-small|Absorb LMS", "prompt": "c181-m4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cons**: Can get expensive with add-ons"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|minimax-small|Canvas (by Instructure)", "prompt": "c181-m4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Canvas (by Instructure)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cons**: More geared toward educational institutions"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|minimax-small|Google Classroom", "prompt": "c181-m4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Free options** like Google Classroom or TalentLMS's free tier if you have few employees"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|mistral-small|TalentLMS", "prompt": "c181-m4", "model": "mistral-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often highlighted as budget-friendly, especially for small teams."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|mistral-small|ProProfs Training Maker", "prompt": "c181-m4", "model": "mistral-small", "cat": "learning-management-systems", "variant": "budget", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "TalentLMS and ProProfs Training Maker are frequently recommended for their affordability, ease of use, and essential features."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|moonshot-small|TalentLMS", "prompt": "c181-m4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** ⭐ Best Overall Value"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|moonshot-small|Moodle", "prompt": "c181-m4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Moodle** ⭐ Best Free/Open Source Option"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|moonshot-small|Canvas LMS", "prompt": "c181-m4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Canvas LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Canvas LMS** (Free Version) ... Robust platform originally built for education, now used by businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|moonshot-small|Zoho Learn", "prompt": "c181-m4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Zoho Learn** | Free tier available | Companies already using Zoho ecosystem |"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|moonshot-small|Google Classroom", "prompt": "c181-m4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Google Classroom** | Free | Very small teams, simple training needs |"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|moonshot-small|SafetyCulture", "prompt": "c181-m4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "SafetyCulture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **SafetyCulture** | Free tier | Compliance and safety training |"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|moonshot-small|Thinkific", "prompt": "c181-m4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Thinkific** | Free tier | Companies creating their own courses |"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|openai-small|Moodle", "prompt": "c181-m4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best ultra-budget pick:** **Moodle** if you can handle a more hands-on setup and want open-source flexibility."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|openai-small|Connecteam", "prompt": "c181-m4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best low-cost, easiest-to-launch pick:** **Connecteam** if you have a small, frontline, or deskless team."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|openai-small|TalentLMS", "prompt": "c181-m4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TalentLMS** is often a strong value choice for growing teams"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|openai-small|Zoho Learn", "prompt": "c181-m4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already use Zoho:** **Zoho Learn** can be a very cost-effective choice"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|xai-small|TalentLMS", "prompt": "c181-m4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS stands out as one of the best LMS options for employee training on a limited budget"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|xai-small|Moodle (Open-Source)", "prompt": "c181-m4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle (Open-Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free Alternatives (Zero Software Cost) ... **Moodle (Open-Source)**: Completely free to download and self-host."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|xai-small|Google Classroom", "prompt": "c181-m4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for quick onboarding but lacks advanced LMS features like SCORM, detailed analytics, or certifications."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|xai-small|Canvas LMS", "prompt": "c181-m4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Canvas LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other mentions like Canvas LMS (free self-hosted, similar to Moodle) ... solid but less tailored for pure employee use."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|xai-small|GoSkills", "prompt": "c181-m4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "GoSkills (~$29/user/month with pre-built business courses) are solid but less tailored for pure employee use."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|zai-small|Moodle", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For zero cost:** Moodle (self‑host) or Alison for Business."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|zai-small|Zoho Learn", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For lowest per‑learner cost:** ProProfs or Zoho Learn."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|zai-small|ProProfs", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "ProProfs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For lowest per‑learner cost:** ProProfs or Zoho Learn."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|zai-small|TalentLMS", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**For quick, polished corporate training:** TalentLMS or iSpring Learn."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|zai-small|iSpring Learn", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**For quick, polished corporate training:** TalentLMS or iSpring Learn."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|zai-small|Whale", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For onboarding + documentation automation:** Whale."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|zai-small|Alison for Business", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Alison for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**For zero cost:** Moodle (self‑host) or Alison for Business."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|zai-small|Coursebox", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Coursebox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Feature set still maturing"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|zai-small|Thinkific", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Selling internal + external courses** | Thinkific"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m4|zai-small|CleverLMS", "prompt": "c181-m4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "CleverLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Higher entry price than others"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|alibaba-small|TalentLMS", "prompt": "c181-m5", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS:** Excellent balance of ease-of-use and features for this size."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|alibaba-small|Skilljar", "prompt": "c181-m5", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Skilljar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some LMS platforms (like TalentLMS or Skilljar) offer built-in libraries"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|alibaba-small|Docebo", "prompt": "c181-m5", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Docebo:** AI-driven and highly scalable if you anticipate rapid growth."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|alibaba-small|Litmos", "prompt": "c181-m5", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Litmos:** Great if you need heavy reporting and compliance focus."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|alibaba-small|Moodle", "prompt": "c181-m5", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Moodle:** If you prefer Open Source (requires more technical setup/hosting)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|deepseek-small|Docebo", "prompt": "c181-m5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most guides point to Docebo, Cornerstone, and Absorb as strong for mid-market/enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|deepseek-small|Cornerstone", "prompt": "c181-m5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Most guides point to Docebo, Cornerstone, and Absorb as strong for mid-market/enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|deepseek-small|Absorb", "prompt": "c181-m5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most guides point to Docebo, Cornerstone, and Absorb as strong for mid-market/enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|deepseek-small|TalentLMS", "prompt": "c181-m5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "with TalentLMS and 360Learning suiting growing teams"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|deepseek-small|360Learning", "prompt": "c181-m5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "with TalentLMS and 360Learning suiting growing teams"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|google-small|WorkRamp", "prompt": "c181-m5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "WorkRamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "WorkRamp: Very modern, highly rated for its clean user interface, excellent Slack/MS Teams integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|google-small|LearnUpon", "prompt": "c181-m5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for being incredibly user-friendly for lean HR teams, with excellent customer support"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|google-small|Docebo", "prompt": "c181-m5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though it might require slightly more administrative time to set up compared to simpler tools"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|google-small|TalentLMS", "prompt": "c181-m5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great if your budget is tighter and you want a platform that is extremely fast to implement"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|google-small|Litmos", "prompt": "c181-m5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly secure, robust compliance engine with a massive built-in course library"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|minimax-small|TalentLMS", "prompt": "c181-m5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**TalentLMS** – Strong mid-market option, good value"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|minimax-small|iSpring Learn", "prompt": "c181-m5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iSpring Learn** – Great if you need robust authoring tools"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|minimax-small|LearnUpon", "prompt": "c181-m5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LearnUpon** – Solid for companies wanting a modern UX"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|minimax-small|Absorb LMS", "prompt": "c181-m5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Absorb LMS** – Enterprise-grade but still accessible at your size"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|minimax-small|SAP Litmos", "prompt": "c181-m5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "SAP Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| SAP Litmos | $20,000+ |"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|minimax-small|Docebo", "prompt": "c181-m5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Docebo | $25,000 – $35,000 |"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|minimax-small|Workademy", "prompt": "c181-m5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Workademy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Workademy** – Good balance of affordability and features"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|mistral-small|Cornerstone", "prompt": "c181-m5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compare top LMS platforms (e.g., Cornerstone, Docebo, SAP Litmos, Moodle, Absorb, LearnUpon, 360Learning)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|mistral-small|Docebo", "prompt": "c181-m5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compare top LMS platforms (e.g., Cornerstone, Docebo, SAP Litmos, Moodle, Absorb, LearnUpon, 360Learning)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|mistral-small|SAP Litmos", "prompt": "c181-m5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "SAP Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compare top LMS platforms (e.g., Cornerstone, Docebo, SAP Litmos, Moodle, Absorb, LearnUpon, 360Learning)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|mistral-small|Moodle", "prompt": "c181-m5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compare top LMS platforms (e.g., Cornerstone, Docebo, SAP Litmos, Moodle, Absorb, LearnUpon, 360Learning)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|mistral-small|Absorb", "prompt": "c181-m5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compare top LMS platforms (e.g., Cornerstone, Docebo, SAP Litmos, Moodle, Absorb, LearnUpon, 360Learning)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|mistral-small|LearnUpon", "prompt": "c181-m5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Compare top LMS platforms (e.g., Cornerstone, Docebo, SAP Litmos, Moodle, Absorb, LearnUpon, 360Learning)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|mistral-small|360Learning", "prompt": "c181-m5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Compare top LMS platforms (e.g., Cornerstone, Docebo, SAP Litmos, Moodle, Absorb, LearnUpon, 360Learning)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|moonshot-small|Workday", "prompt": "c181-m5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you don't need the complex (and expensive) enterprise overhead of a Workday or SAP"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|moonshot-small|SAP", "prompt": "c181-m5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you don't need the complex (and expensive) enterprise overhead of a Workday or SAP"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|moonshot-small|Docebo", "prompt": "c181-m5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mid-Market Pure LMS:** Often the best UX and fastest implementation for your size (e.g., *Docebo, LearnUpon, TalentLMS, iSpring Learn*)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|moonshot-small|LearnUpon", "prompt": "c181-m5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-Market Pure LMS: Often the best UX and fastest implementation for your size (e.g., *Docebo, LearnUpon, TalentLMS, iSpring Learn*)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|moonshot-small|Cornerstone", "prompt": "c181-m5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some vendors (like Docebo, LearnUpon, or Cornerstone) offer access to off-the-shelf libraries"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|moonshot-small|TalentLMS", "prompt": "c181-m5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-Market Pure LMS: Often the best UX and fastest implementation for your size (e.g., *Docebo, LearnUpon, TalentLMS, iSpring Learn*)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|moonshot-small|iSpring Learn", "prompt": "c181-m5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mid-Market Pure LMS: ... (e.g., *Docebo, LearnUpon, TalentLMS, iSpring Learn*)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|moonshot-small|Lattice", "prompt": "c181-m5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**HCM-Adjacent:** If you want learning tied tightly to performance management (e.g., *Lattice, BambooHR*)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|moonshot-small|BambooHR", "prompt": "c181-m5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**HCM-Adjacent:** If you want learning tied tightly to performance management (e.g., *Lattice, BambooHR*)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|xai-small|Litmos", "prompt": "c181-m5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 5-7 LMS**: Docebo, TalentLMS, Litmos, Cornerstone, 360Learning, Thirst, or iSpring (top for mid-sized per 2024-2026 reviews)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|xai-small|Docebo", "prompt": "c181-m5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 5-7 LMS**: Docebo, TalentLMS, Litmos, Cornerstone, 360Learning, Thirst, or iSpring"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|xai-small|TalentLMS", "prompt": "c181-m5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 5-7 LMS**: Docebo, TalentLMS, Litmos, Cornerstone, 360Learning, Thirst, or iSpring"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|xai-small|Cornerstone", "prompt": "c181-m5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Cornerstone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Docebo, TalentLMS, Litmos, Cornerstone, 360Learning, Thirst, or iSpring (top for mid-sized per 2024-2026 reviews)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|xai-small|360Learning", "prompt": "c181-m5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Docebo, TalentLMS, Litmos, Cornerstone, 360Learning, Thirst, or iSpring"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|xai-small|Thirst", "prompt": "c181-m5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Thirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cornerstone, 360Learning, Thirst, or iSpring (top for mid-sized per 2024-2026 reviews)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|xai-small|iSpring", "prompt": "c181-m5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "iSpring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "360Learning, Thirst, or iSpring (top for mid-sized per 2024-2026 reviews)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|xai-small|Brightspace", "prompt": "c181-m5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Brightspace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "avoid enterprise bloat (e.g., Brightspace)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m5|xai-small|Google Classroom", "prompt": "c181-m5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Google Classroom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "avoid ... basic tools (e.g., Google Classroom)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|alibaba-small|Blackboard (now Anthology)", "prompt": "c181-m6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard (now Anthology)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**The Verdict:** Avoid unless you are deeply entrenched in the Higher Education ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|alibaba-small|Moodle", "prompt": "c181-m6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Moodle comes with a steep learning curve... Only choose these if you have a dedicated IT department"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|alibaba-small|Sakai", "prompt": "c181-m6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Sakai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is complex, resource-heavy, and generally too difficult for smaller organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|alibaba-small|LearnDash", "prompt": "c181-m6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "LearnDash", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to avoid:** While fine for selling a single course, WordPress-based LMSs often struggle with enterprise-level needs."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|alibaba-small|Tutor LMS", "prompt": "c181-m6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Tutor LMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "installing an LMS plugin (like LearnDash or Tutor LMS) onto their own WordPress website... Why to avoid"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|alibaba-small|Edmodo", "prompt": "c181-m6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Edmodo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Edmodo** was once a giant in the digital classroom space, but they shut down their product in 2021"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|anthropic-small|Moodle", "prompt": "c181-m6", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Moodle's structure is confusing and cluttered, with poor accessibility to resources and materials"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|anthropic-small|Brightspace (D2L)", "prompt": "c181-m6", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Brightspace (D2L)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Brightspace is poorly designed and non-intuitive, with tasks taking way too long due to too many clicks, and it has numerous bugs"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|anthropic-small|Canvas", "prompt": "c181-m6", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Canvas was reported to be much easier to navigate, setup and use"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|anthropic-small|TalentLMS", "prompt": "c181-m6", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some users describe it as glitchy and unpredictable where you will lose work"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|anthropic-small|Cornerstone OnDemand", "prompt": "c181-m6", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "good only for compliance purposes"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|anthropic-small|Saba", "prompt": "c181-m6", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Saba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "good only for compliance purposes"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|anthropic-small|Success Factors", "prompt": "c181-m6", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Success Factors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "good only for compliance purposes"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|challenger-small|Saba", "prompt": "c181-m6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Saba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "one source argues that LMS products associated with **Saba, SumTotal, Cornerstone OnDemand, and SuccessFactors** should be avoided **when you are not buying the full HCM suite**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|challenger-small|SumTotal", "prompt": "c181-m6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SumTotal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "should be avoided **when you are not buying the full HCM suite**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|challenger-small|Cornerstone OnDemand", "prompt": "c181-m6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "should be avoided **when you are not buying the full HCM suite**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|challenger-small|SuccessFactors", "prompt": "c181-m6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "should be avoided **when you are not buying the full HCM suite**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|deepseek-small|Moodle", "prompt": "c181-m6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "one of the most commonly complained about in academic circles... Outdated, clunky interface"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|deepseek-small|Blackboard", "prompt": "c181-m6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Historically one of the most-hated campus LMS platforms among students and faculty"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|deepseek-small|WebCT", "prompt": "c181-m6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "WebCT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Older and legacy LMS systems are consistently described as \"time capsules\""}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|deepseek-small|Docebo", "prompt": "c181-m6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "well-rated overall (4.3–4.4/5), but users complain about a steep learning curve, limited customization"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|deepseek-small|Litmos", "prompt": "c181-m6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "frequently cited in the same complaint clusters (manual ILT workflows, reporting that forces Excel)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|deepseek-small|Cornerstone", "prompt": "c181-m6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "frequently cited in the same complaint clusters (manual ILT workflows, reporting that forces Excel)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|deepseek-small|Google Classroom", "prompt": "c181-m6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Google Classroom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "great for simple classroom use, but lacking in attendance tracking, advanced discussion features, and customization"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|google-small|Blackboard Learn", "prompt": "c181-m6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard Learn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Example to watch out for: Blackboard Learn ... Users often describe Blackboard's interface as clunky and outdated"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|google-small|Moodle (Self-Hosted)", "prompt": "c181-m6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle (Self-Hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Who should avoid it: Small to mid-sized organizations without a dedicated internal IT department"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|google-small|Cornerstone OnDemand", "prompt": "c181-m6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often suffer from \"feature creep\". Administrators routinely complain of steep learning curves"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|google-small|Docebo", "prompt": "c181-m6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "sometimes Docebo ... Docebo’s mobile app (\"Go.Learn\") frequently receives poor ratings"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|google-small|SAP Litmos", "prompt": "c181-m6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Litmos is often rated low on the \"usability\" scale."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|google-small|Google Classroom", "prompt": "c181-m6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Google Classroom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "It is simply too barebones. ... Who should avoid it: Businesses, professional associations, and higher-education institutes."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|moonshot-small|Blackboard (Blackboard Learn/Ultra)", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard (Blackboard Learn/Ultra)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many institutions are actively migrating away from Blackboard."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|moonshot-small|Moodle (Self-Hosted)", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle (Self-Hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid for small organizations without dedicated IT staff."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|moonshot-small|Canvas", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Popular and generally functional, but not universally loved."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|moonshot-small|TalentLMS", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ease of use | TalentLMS, Thinkific, Teachable"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|moonshot-small|Thinkific", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ease of use | TalentLMS, Thinkific, Teachable"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|moonshot-small|Teachable", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Teachable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ease of use | TalentLMS, Thinkific, Teachable"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|moonshot-small|D2L Brightspace", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "D2L Brightspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Higher education | Canvas (despite issues), D2L Brightspace"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|moonshot-small|Docebo", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Corporate training | Docebo, 360Learning, Absorb"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|moonshot-small|360Learning", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Corporate training | Docebo, 360Learning, Absorb"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|moonshot-small|Absorb", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Absorb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Corporate training | Docebo, 360Learning, Absorb"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|moonshot-small|Moodle Workplace", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle Workplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Open source with support | Moodle Workplace (managed hosting)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|moonshot-small|Google Classroom", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Google Classroom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "K-12 | Google Classroom, Schoology"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|moonshot-small|Schoology", "prompt": "c181-m6", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Schoology", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "K-12 | Google Classroom, Schoology"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|xai-small|Blackboard (Anthology/Blackboard Learn)", "prompt": "c181-m6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard (Anthology/Blackboard Learn)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Approach with high caution ... **When to avoid**: Large-scale or high-stakes use needing 99.9%+ uptime."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|xai-small|Canvas (Instructure)", "prompt": "c181-m6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas (Instructure)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious on security/privacy"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|xai-small|Moodle", "prompt": "c181-m6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Frequent security vulnerabilities ... requires self-hosting expertise or paid hosting—DIY setups risk misconfigs/exploits."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|xai-small|Google Classroom", "prompt": "c181-m6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Google Classroom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not a full LMS (lacks QTI imports, advanced grading); basic for K-12 but glitches/browser issues common."}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|xai-small|WorkRamp", "prompt": "c181-m6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "WorkRamp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "reporting accuracy (e.g., SCORM glitches in some like WorkRamp)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|xai-small|Seesaw", "prompt": "c181-m6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Seesaw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Safer bets**: High-reliability options like Seesaw/PowerSchool (top 2023 ranks)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|xai-small|PowerSchool", "prompt": "c181-m6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "PowerSchool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Safer bets**: High-reliability options like Seesaw/PowerSchool (top 2023 ranks)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|zai-small|Canvas", "prompt": "c181-m6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Be cautious with** Canvas, Blackboard Ultra, Brightspace, and Moodle if you value modern UX, strong mobile support, and advanced reporting"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|zai-small|Blackboard (Ultra)", "prompt": "c181-m6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Blackboard (Ultra)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "many instructors feel the interface is dated and navigation is clunky"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|zai-small|Brightspace (D2L)", "prompt": "c181-m6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Brightspace (D2L)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Frequently cited as \"the worst LMS I have ever used\" in direct reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c181-m6|zai-small|Moodle", "prompt": "c181-m6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Users often say it \"looks too stale\" and lacks the modern, mobile‑first UX"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|alibaba-small|TalentLMS", "prompt": "c181-s1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the consensus among industry experts is that **TalentLMS** is the best overall choice"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|alibaba-small|Docebo", "prompt": "c181-s1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High Growth & Automation: Docebo"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|alibaba-small|Trainual", "prompt": "c181-s1", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Operations & SOPs: Trainual"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|anthropic-small|Moodle", "prompt": "c181-s1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Open-source, highly customizable, and free, making it ideal for budget-conscious small companies"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|anthropic-small|TalentLMS", "prompt": "c181-s1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, **TalentLMS** and **Absorb LMS** offer the best combination"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|anthropic-small|Cornerstone OnDemand", "prompt": "c181-s1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Scalable, professional, and good for companies planning to grow"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|anthropic-small|Absorb LMS", "prompt": "c181-s1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**TalentLMS** and **Absorb LMS** offer the best combination of affordability, ease of use"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|anthropic-small|iSpring Learn", "prompt": "c181-s1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Affordable with strong course creation capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|anthropic-small|Docebo", "prompt": "c181-s1", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AI-powered, scalable, and suitable for growing companies"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|challenger-small|TalentLMS", "prompt": "c181-s1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around LMS for employee training is usually **TalentLMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|challenger-small|GoSkills", "prompt": "c181-s1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want built-in course creation and very clear pricing:** **GoSkills**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|challenger-small|Trainual", "prompt": "c181-s1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trainual** is often a strong fit, especially for small businesses focused on process training"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|challenger-small|ProProfs Training Maker", "prompt": "c181-s1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need strong compliance or customer/partner training too:** **ProProfs Training Maker**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|challenger-small|Connecteam", "prompt": "c181-s1", "model": "challenger-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Connecteam** is called out by Capterra as a strong starting point for many small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|deepseek-small|TalentLMS", "prompt": "c181-s1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **TalentLMS** is the safest all-around pick for pure employee training"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|deepseek-small|iSpring Learn", "prompt": "c181-s1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iSpring Learn** is the best value if you want to build courses fast"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|deepseek-small|LearnUpon", "prompt": "c181-s1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LearnUpon** is worth considering if you might also train customers/partners down the line"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|deepseek-small|360Learning", "prompt": "c181-s1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you value collaborative/internal expertise (often recommended for growing B2B teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|deepseek-small|Connecteam", "prompt": "c181-s1", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong choice if you have a distributed or field-based team needing a mobile-first solution."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|google-small|TalentLMS", "prompt": "c181-s1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** — Best Overall & Fastest Setup"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|google-small|WorkRamp", "prompt": "c181-s1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "WorkRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Go-To-Market (GTM) & Tech B2B"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|google-small|iSpring Learn", "prompt": "c181-s1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "sign up for a free trial of **TalentLMS** or **iSpring Learn**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|google-small|360Learning", "prompt": "c181-s1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Collaborative & Peer-to-Peer Training"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|google-small|LearnUpon", "prompt": "c181-s1", "model": "google-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if You Plan to Train Customers & Partners Too"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|meta-small|TalentLMS", "prompt": "c181-s1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS - widely considered the best all-around Learning Management System for small businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|meta-small|LearnWorlds", "prompt": "c181-s1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LearnWorlds - offers a range of features for training companies."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|meta-small|Thirst", "prompt": "c181-s1", "model": "meta-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Thirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Thirst - provides a comprehensive guide to choosing the best LMS for small businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|minimax-small|TalentLMS", "prompt": "c181-s1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **TalentLMS** or **GoSkills**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|minimax-small|GoSkills", "prompt": "c181-s1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **TalentLMS** or **GoSkills**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|minimax-small|ProProfs Training Maker", "prompt": "c181-s1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Growing teams needing fast course builds + compliance tracking"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|minimax-small|iSpring Learn", "prompt": "c181-s1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Teams already building content in PowerPoint"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|minimax-small|Whale", "prompt": "c181-s1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Small teams automating onboarding with documentation"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|minimax-small|360Learning", "prompt": "c181-s1", "model": "minimax-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Collaborative learning and fast deployment"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|mistral-small|TalentLMS", "prompt": "c181-s1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS is widely regarded as the best all-around LMS for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|mistral-small|ProProfs Training Maker", "prompt": "c181-s1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "TalentLMS and ProProfs Training Maker are excellent starting points"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|mistral-small|LearnWorlds", "prompt": "c181-s1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also frequently recommended for small businesses, with LearnWorlds noted for its intuitive design"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|mistral-small|Docebo", "prompt": "c181-s1", "model": "mistral-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Docebo for its AI-powered features and scalability"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|moonshot-small|TalentLMS", "prompt": "c181-s1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B company**, I'd suggest starting with **TalentLMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|moonshot-small|iSpring Learn", "prompt": "c181-s1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iSpring Learn** is worth considering for its seamless content conversion capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|moonshot-small|GoSkills", "prompt": "c181-s1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Fast Implementation"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|moonshot-small|LearnUpon", "prompt": "c181-s1", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Multi-Audience Training"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|openai-small|Trainual", "prompt": "c181-s1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one** for a typical **small B2B company**, I'd choose **Trainual** for internal employee training and onboarding."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|openai-small|TalentLMS", "prompt": "c181-s1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a more traditional LMS with strong value/ease of use:** **TalentLMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|openai-small|Rippling", "prompt": "c181-s1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want HR/workforce management bundled in:** **Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|openai-small|Docebo", "prompt": "c181-s1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Docebo** or **Absorb LMS** may be worth a look, but they're often more than a small team needs."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|openai-small|Absorb LMS", "prompt": "c181-s1", "model": "openai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Absorb LMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Docebo** or **Absorb LMS** may be worth a look, but they're often more than a small team needs."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|xai-small|TalentLMS", "prompt": "c181-s1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** stands out as the top recommendation for most small B2B setups"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|xai-small|iSpring Learn", "prompt": "c181-s1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Structured compliance/onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|xai-small|Connecteam", "prompt": "c181-s1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deskless/mobile teams (e.g., field sales)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|xai-small|360Learning", "prompt": "c181-s1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Collaborative/social learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|xai-small|Zoho Learn", "prompt": "c181-s1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget/Zoho users"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|xai-small|LearnWorlds", "prompt": "c181-s1", "model": "xai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Custom branded academies"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|zai-small|GoSkills", "prompt": "c181-s1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GoSkills** and **TalentLMS** are the most balanced all‑round choices"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|zai-small|TalentLMS", "prompt": "c181-s1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GoSkills** and **TalentLMS** are the most balanced all‑round choices"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|zai-small|Trainual", "prompt": "c181-s1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your priority is SOPs and process documentation, **Trainual** may be the best fit."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|zai-small|360Learning", "prompt": "c181-s1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a more collaborative, social learning environment, **360Learning** is a strong contender."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|zai-small|Coassemble", "prompt": "c181-s1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Coassemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lean teams, microlearning, AI‑assisted content | Free plan available"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s1|zai-small|Moodle", "prompt": "c181-s1", "model": "zai-small", "cat": "learning-management-systems", "variant": "direct", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Self‑hosted or cloud | Free self‑hosted; cloud options ~$23/mo for 100 users"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|alibaba-small|TalentLMS", "prompt": "c181-s2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Top Recommendation: TalentLMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|alibaba-small|ProProfs Training Maker", "prompt": "c181-s2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for \"Training-as-a-Service\": ProProfs Training Maker"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|alibaba-small|Thinkific", "prompt": "c181-s2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Monetizing Content: Thinkific"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|alibaba-small|Cornerstone", "prompt": "c181-s2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid enterprise-heavy systems (like Cornerstone or SAP SuccessFactors)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|alibaba-small|SAP SuccessFactors", "prompt": "c181-s2", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid enterprise-heavy systems (like Cornerstone or SAP SuccessFactors)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|anthropic-small|TalentLMS", "prompt": "c181-s2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** - Best for small and medium-sized businesses that want a simple, easy-to-launch LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|anthropic-small|WorkRamp", "prompt": "c181-s2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "WorkRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A learning platform for employee enablement, customer education, and partner training, making it ideal for organizations with multiple learner audiences"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|anthropic-small|SkyPrep", "prompt": "c181-s2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SkyPrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An easy-to-use LMS for onboarding, compliance, and employee training, making it well-suited for small and mid-sized businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|anthropic-small|Connecteam", "prompt": "c181-s2", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "mobile-first learning management system built for small businesses that need to train, onboard, and upskill employees who don't work at a desk"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|challenger-small|TalentLMS", "prompt": "c181-s2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **TalentLMS** as the safest default choice"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|challenger-small|BrainCert", "prompt": "c181-s2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "BrainCert", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BrainCert** is the better fit because it is highlighted for **ecommerce tools, live classroom features, and CRM integration**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|challenger-small|Trainual", "prompt": "c181-s2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trainual** or **SweetProcess** may be a better operational fit"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|challenger-small|SweetProcess", "prompt": "c181-s2", "model": "challenger-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "SweetProcess", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Trainual** or **SweetProcess** may be a better operational fit than a course-selling LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|deepseek-small|TalentLMS", "prompt": "c181-s2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **TalentLMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|deepseek-small|LearnUpon", "prompt": "c181-s2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LearnUpon** gives you more scalability and automation"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|deepseek-small|GoSkills LMS", "prompt": "c181-s2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "GoSkills LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You need highly customized, interactive product training** → consider **GoSkills**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|deepseek-small|Thinkific Plus", "prompt": "c181-s2", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Thinkific Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you want a branded customer academy experience"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|google-small|Docebo", "prompt": "c181-s2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large enterprise platforms (like Docebo, Absorb, or Thought Industries) can handle this but easily cost $20,000 to $50,000+ per year."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|google-small|Absorb", "prompt": "c181-s2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Absorb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Large enterprise platforms (like Docebo, Absorb, or Thought Industries) can handle this but easily cost $20,000 to $50,000+ per year."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|google-small|Thought Industries", "prompt": "c181-s2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Thought Industries", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Large enterprise platforms (like Docebo, Absorb, or Thought Industries) can handle this but easily cost $20,000 to $50,000+ per year."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|google-small|TalentLMS", "prompt": "c181-s2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "TalentLMS — Best All-Rounder & Easiest to Use"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|google-small|LearnWorlds", "prompt": "c181-s2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "LearnWorlds — Best for B2B Course Sales & Marketing"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|google-small|LearnDash + Uncanny Groups (WordPress)", "prompt": "c181-s2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnDash + Uncanny Groups (WordPress)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Lowest Cost ... the most budget-friendly way to scale a B2B training program"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|google-small|Academy of Mine", "prompt": "c181-s2", "model": "google-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Academy of Mine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Academy of Mine — Best for Premium B2B & Regulated Industries"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|meta-small|GoSkills", "prompt": "c181-s2", "model": "meta-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GoSkills - A popular LMS that offers a free-forever plan and is suitable for small businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|meta-small|ProProfs Training Maker", "prompt": "c181-s2", "model": "meta-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ProProfs Training Maker - A B2B LMS platform that offers a range of features and pricing plans."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|minimax-small|ProProfs Training Maker", "prompt": "c181-s2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ProProfs Training Maker** as your top choice for a small B2B business"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|minimax-small|GoSkills", "prompt": "c181-s2", "model": "minimax-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative option:** **GoSkills** was also highly recommended as the \"Best Overall\" LMS for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|moonshot-small|TalentLMS", "prompt": "c181-s2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: TalentLMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|moonshot-small|Thinkific", "prompt": "c181-s2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Thinkific"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|moonshot-small|Skilljar", "prompt": "c181-s2", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Skilljar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Skilljar starts at ~$500/month and pricing scales with user volume, making it pricier for small businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|openai-small|TalentLMS", "prompt": "c181-s2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best default pick for a small B2B company:** **TalentLMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|openai-small|LearnWorlds", "prompt": "c181-s2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're monetizing training heavily or need stronger branding/customer portals:** **LearnWorlds**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|openai-small|Thinkific", "prompt": "c181-s2", "model": "openai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a polished course-commerce platform and don't mind starting at a higher price point:** **Thinkific**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|xai-small|TalentLMS", "prompt": "c181-s2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** would be my top recommendation for a small B2B business."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|xai-small|Thinkific", "prompt": "c181-s2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **Thinkific** | Selling standalone courses to businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|xai-small|Teachable", "prompt": "c181-s2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "alternatives like Thinkific or Teachable (better for B2C course sales)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|xai-small|Docebo", "prompt": "c181-s2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricier options like Docebo"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|xai-small|Zoho Learn", "prompt": "c181-s2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ultra-budget, integrates with Zoho CRM ... Fewer advanced B2B features"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|xai-small|ProProfs", "prompt": "c181-s2", "model": "xai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "ProProfs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fast setup + compliance tracking ... Basic compared to TalentLMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|zai-small|TalentLMS", "prompt": "c181-s2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **TalentLMS** as the best all‑around fit for a small B2B business."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|zai-small|iSpring Learn", "prompt": "c181-s2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You want the lowest per‑seat cost and a simple white‑label LMS for content you already have."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|zai-small|MapleLMS", "prompt": "c181-s2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "MapleLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Native Salesforce integration (communities, sales, service)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|zai-small|Coursebox", "prompt": "c181-s2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Coursebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unlimited learner pricing (flat fee) rather than per‑seat"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|zai-small|LearnUpon", "prompt": "c181-s2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More expensive than TalentLMS/iSpring but more mature than many SMB‑focused tools."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s2|zai-small|Docebo", "prompt": "c181-s2", "model": "zai-small", "cat": "learning-management-systems", "variant": "paraphrase", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pricing is high (often quoted as $75k–$120k for a 3‑year license), so it's better for mid‑market or larger teams."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|alibaba-small|GoSkills", "prompt": "c181-s3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Quick Start & Ready-Made Content**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|alibaba-small|TalentLMS", "prompt": "c181-s3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Ease of Use & Simple Setup**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|alibaba-small|360Learning", "prompt": "c181-s3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Collaborative & Peer-Driven Learning**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|alibaba-small|iSpring Learn", "prompt": "c181-s3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for PowerPoint Users & Compliance Training**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|alibaba-small|Coassemble", "prompt": "c181-s3", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Coassemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for AI-Powered Microlearning**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|anthropic-small|TalentLMS", "prompt": "c181-s3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS is a learning management system that is easy to build, easy to use, and easy to scale."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|anthropic-small|SkyPrep", "prompt": "c181-s3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SkyPrep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SkyPrep is a strong fit for small to mid-sized businesses that need a straightforward LMS without a steep learning curve"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|anthropic-small|Workleap LMS", "prompt": "c181-s3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Workleap LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a modern, AI-powered learning management system designed for human resources teams and L&D leaders of small to mid-sized organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|anthropic-small|360Learning", "prompt": "c181-s3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "360Learning is a collaborative learning platform designed around peer-driven knowledge sharing"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|anthropic-small|ProProfs Training Maker", "prompt": "c181-s3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "ProProfs Training Maker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ProProfs offers an affordable way to deploy training quickly ... ideal for small teams, with free access up to 10 users."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|anthropic-small|Connecteam", "prompt": "c181-s3", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Connecteam is a mobile-first learning management system built for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|challenger-small|GoSkills", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **GoSkills** if you want the easiest small-team launch."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|challenger-small|TalentLMS", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **TalentLMS** for the best all-around small-team LMS."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|challenger-small|360Learning", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **360Learning** if you want collaborative learning and peer feedback."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|challenger-small|iSpring Learn", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for compliance-style training: **iSpring Learn**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|challenger-small|Trainual", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Trainual** if your main goal is onboarding and internal process training."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|challenger-small|Whale", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Whale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for onboarding and process docs:** **Trainual** or **Whale**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|challenger-small|Litmos", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for compliance-style training:** **iSpring Learn** or **Litmos**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|challenger-small|LearnUpon", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "platforms like 360Learning and LearnUpon add more advanced collaboration or scaling features"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|challenger-small|Zoho Learn", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Zoho Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free or low-cost options exist, including GoSkills, TalentLMS, Zoho Learn, Moodle, and Canvas-related options"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|challenger-small|Moodle", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Free or low-cost options exist, including GoSkills, TalentLMS, Zoho Learn, Moodle"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|challenger-small|Canvas", "prompt": "c181-s3", "model": "challenger-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Canvas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Moodle, and Canvas-related options, but they vary a lot in setup effort and feature depth"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|deepseek-small|TalentLMS", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** — *Best all-around for SMBs* ... **Balanced all-rounder:** TalentLMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|deepseek-small|Trainual", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Trade-off: pricier and less suited to very small teams."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|deepseek-small|Connecteam", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for hourly/deskless teams** ... Training is just one module, so it's not a deep standalone LMS."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|deepseek-small|LearnUpon", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Powerful but has a user floor that may exclude very small teams."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|deepseek-small|360Learning", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Peer-driven/collaborative culture:** 360Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|deepseek-small|iSpring Learn", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for structured employee training when you want minimal setup."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|deepseek-small|Zoho Learn", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Tight budget:** Zoho Learn"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|deepseek-small|Docebo", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Trainual/Docebo quote-only"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|deepseek-small|SC Training", "prompt": "c181-s3", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SC Training", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "(or SC Training for mobile-first frontline)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|google-small|TalentLMS", "prompt": "c181-s3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentLMS is widely considered the best standard LMS for small-to-medium businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|google-small|360Learning", "prompt": "c181-s3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Collaborative & Peer-to-Peer Training"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|google-small|Trainual", "prompt": "c181-s3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "one of the most popular onboarding tools for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|google-small|iSpring Learn", "prompt": "c181-s3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Turning Presentations into Courses"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|google-small|LearnWorlds", "prompt": "c181-s3", "model": "google-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "LearnWorlds is an excellent hybrid option"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|meta-small|Mitratech Perform", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Mitratech Perform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top learning management systems for a small team are:\n\n1. Mitratech Perform"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|meta-small|iSpring LMS", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. iSpring LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|meta-small|TalentLMS", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. TalentLMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|meta-small|Connecteam", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Connecteam"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|meta-small|Factorial", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Factorial"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|meta-small|SkyPrep", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "SkyPrep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. SkyPrep"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|meta-small|Deel HR", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Deel HR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Deel HR"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|meta-small|EducateMe LMS", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "EducateMe LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. EducateMe LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|meta-small|Groundwork1", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Groundwork1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Groundwork1"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|meta-small|360Learning", "prompt": "c181-s3", "model": "meta-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. 360Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|minimax-small|TalentLMS", "prompt": "c181-s3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small teams needing simple setup with strong tracking ... For simple internal training, TalentLMS or Connecteam are great."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|minimax-small|LearnWorlds", "prompt": "c181-s3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For branded experiences, LearnWorlds is better."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|minimax-small|Teachable", "prompt": "c181-s3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Teachable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For tight budgets, Teachable wins."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|minimax-small|GoSkills", "prompt": "c181-s3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Teams needing ready-to-go accredited course library"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|minimax-small|Connecteam", "prompt": "c181-s3", "model": "minimax-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For simple internal training, TalentLMS or Connecteam are great."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|mistral-small|TalentLMS", "prompt": "c181-s3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Fast training setup"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|mistral-small|Connecteam", "prompt": "c181-s3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Connecteam is the top choice for teams that need mobile-first or offline learning options."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|mistral-small|iSpring LMS", "prompt": "c181-s3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Effective performance tracking and ease of use"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|mistral-small|360Learning", "prompt": "c181-s3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Flexible content authoring and learner feedback tools"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|mistral-small|GoSkills", "prompt": "c181-s3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a strong all-around choice for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|mistral-small|LearnWorlds", "prompt": "c181-s3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnWorlds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Course creation & selling"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|mistral-small|Zoho Learn", "prompt": "c181-s3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Zoho Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Budget-conscious teams"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|mistral-small|Trainual", "prompt": "c181-s3", "model": "mistral-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Standardizing training and onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|moonshot-small|TalentLMS", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you need training content *now*** and don't want to build from scratch: **GoSkills** or **TalentLMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|moonshot-small|GoSkills", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you need training content *now*** ... **GoSkills** or **TalentLMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|moonshot-small|iSpring Learn", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you live in PowerPoint**: **iSpring Learn**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|moonshot-small|Connecteam", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you train frontline/hourly workers**: **Connecteam**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|moonshot-small|Coassemble", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Coassemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI-powered microlearning; drag-and-drop course builder"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|moonshot-small|360Learning", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you want employees to teach each other**: **360Learning**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|moonshot-small|Trainual", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If you're documenting processes more than delivering courses**: **Trainual** or **Whale**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|moonshot-small|LearnWorlds", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Top user ratings for ease of use and customer support"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|moonshot-small|Zoho Learn", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**If budget is the absolute priority**: **Zoho Learn**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|moonshot-small|Factorial", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Factorial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Per-user** (e.g., iSpring Learn, Factorial)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|moonshot-small|Whale", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Documentation-first** (Trainual, Whale)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|moonshot-small|LearnUpon", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "iSpring Learn, LearnUpon, and Litmos have stronger assessment and certification tools"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|moonshot-small|Litmos", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "LearnUpon, and Litmos have stronger assessment and certification tools"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|moonshot-small|Docebo", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Enterprise-oriented tools like Docebo or Absorb often require more implementation overhead."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|moonshot-small|Absorb", "prompt": "c181-s3", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Absorb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Enterprise-oriented tools like Docebo or Absorb often require more implementation overhead."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|openai-small|Zoho Learn", "prompt": "c181-s3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you want **knowledge base + training together**: **Zoho Learn**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|openai-small|Rippling", "prompt": "c181-s3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already want an **all-in-one HR/workforce platform**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|openai-small|Trainual", "prompt": "c181-s3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **onboarding + SOP documentation**: **Trainual**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|openai-small|TalentLMS", "prompt": "c181-s3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want the **easiest all-around LMS**: **TalentLMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|openai-small|GoSkills", "prompt": "c181-s3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want **fast setup and ready-made courses**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|openai-small|Litmos", "prompt": "c181-s3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Litmos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Can be more than a tiny team needs at first"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|openai-small|LearnUpon", "prompt": "c181-s3", "model": "openai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnUpon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Might be more platform than a very small team needs initially"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|xai-small|TalentLMS", "prompt": "c181-s3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with TalentLMS or GoSkills for versatility/budget."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|xai-small|iSpring Learn", "prompt": "c181-s3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compliance & PowerPoint-based training ... Easy for non-designers"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|xai-small|360Learning", "prompt": "c181-s3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Higher cost, no free plan, better for mid-size"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|xai-small|Connecteam", "prompt": "c181-s3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deskless/frontline/mobile teams ... Less focused on deep courses, basic LMS features"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|xai-small|GoSkills", "prompt": "c181-s3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with TalentLMS or GoSkills for versatility/budget."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|xai-small|LearnWorlds", "prompt": "c181-s3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "LearnWorlds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Selling courses externally? Consider LearnWorlds/Thinkific (not top-listed here but viable)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|xai-small|Thinkific", "prompt": "c181-s3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider LearnWorlds/Thinkific (not top-listed here but viable)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|xai-small|Moodle", "prompt": "c181-s3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Open-source free options like Moodle or Google Classroom work for basics but require more setup/customization."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|xai-small|Google Classroom", "prompt": "c181-s3", "model": "xai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Google Classroom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Open-source free options like Moodle or Google Classroom work for basics but require more setup/customization."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|zai-small|GoSkills", "prompt": "c181-s3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the fastest start with minimal setup: GoSkills"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|zai-small|TalentLMS", "prompt": "c181-s3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a tight budget and want maximum features: TalentLMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|zai-small|Coassemble", "prompt": "c181-s3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Coassemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer bite-sized, AI-assisted microlearning: Coassemble"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|zai-small|iSpring Learn", "prompt": "c181-s3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If compliance and SCORM are your top priorities: iSpring Learn"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|zai-small|360Learning", "prompt": "c181-s3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want collaborative, peer-authored content: 360Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s3|zai-small|Connecteam", "prompt": "c181-s3", "model": "zai-small", "cat": "learning-management-systems", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your team is mobile-heavy or field-based: Connecteam"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|alibaba-small|TalentLMS", "prompt": "c181-s4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** is widely considered the best overall LMS for a small company with a tight budget"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|alibaba-small|Connecteam", "prompt": "c181-s4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Frontline/Non-Desk Teams: Connecteam"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|alibaba-small|Moodle", "prompt": "c181-s4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the open-source **Moodle** is the cheapest option financially ($0 for software)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|alibaba-small|iSpring Learn", "prompt": "c181-s4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for PowerPoint Users: iSpring Learn"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|alibaba-small|Google Classroom", "prompt": "c181-s4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Google Classroom** | Very basic document sharing | Free | Yes |"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|alibaba-small|Cornerstone", "prompt": "c181-s4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "affordable compared to enterprise platforms like Cornerstone or SAP SuccessFactors"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|alibaba-small|SAP SuccessFactors", "prompt": "c181-s4", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "budget", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "affordable compared to enterprise platforms like Cornerstone or SAP SuccessFactors"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|anthropic-small|TalentLMS", "prompt": "c181-s4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** - This online LMS helps businesses conduct training programs at scale, with an AI tool called 'TalentCraft'"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|anthropic-small|Workademy", "prompt": "c181-s4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Workademy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workademy is the only small business LMS with all 5 top priorities for small businesses, and offers transparent pricing starting at an affordable level."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|anthropic-small|Litmos", "prompt": "c181-s4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a practical choice for growing small businesses in the 50 to 200 employee range that need to deploy mandatory training quickly"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|anthropic-small|Workleap LMS", "prompt": "c181-s4", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Workleap LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workleap LMS offers an Enterprise LMS plan starting at $1,800 per year for 25 active accounts"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|challenger-small|TalentLMS", "prompt": "c181-s4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **TalentLMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|challenger-small|Zoho Learn", "prompt": "c181-s4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Zoho Learn** if your top priority is *lowest ongoing cost*"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|challenger-small|Moodle", "prompt": "c181-s4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free open-source software, but you need more technical setup and maintenance"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|challenger-small|SC Training", "prompt": "c181-s4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "SC Training", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong if you want a free plan and simple training delivery"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|challenger-small|Connecteam", "prompt": "c181-s4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mentioned as a strong starting point, especially for very small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|challenger-small|Trainual", "prompt": "c181-s4", "model": "challenger-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need mostly onboarding/process docs:** Trainual."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|deepseek-small|TalentLMS", "prompt": "c181-s4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small Businesses: **TalentLMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|deepseek-small|Moodle", "prompt": "c181-s4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Requires technical resources to set up and maintain — not ideal if you don't have a developer on staff"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|deepseek-small|Zoho Learn", "prompt": "c181-s4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**TalentLMS or Zoho Learn** offer the best balance of low cost, ease of use, and scalability"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|deepseek-small|EdApp", "prompt": "c181-s4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "EdApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Fast, Mobile-First Training: **EdApp**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|deepseek-small|GoSkills", "prompt": "c181-s4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GoSkills (~$9/user/month) includes a ready-made course library"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|deepseek-small|iSpring Learn", "prompt": "c181-s4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "iSpring Learn charges per **active** user (from ~$3.75/user)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|deepseek-small|Thinkific", "prompt": "c181-s4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Flat-fee plans like Thinkific"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|deepseek-small|Trainual", "prompt": "c181-s4", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Trainual", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Trainual charges a $1,000 implementation fee"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|google-small|Docebo", "prompt": "c181-s4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the biggest trap is looking at enterprise-level systems (like Docebo, Absorb, or LearnUpon)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|google-small|Absorb", "prompt": "c181-s4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the biggest trap is looking at enterprise-level systems (like Docebo, Absorb, or LearnUpon)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|google-small|LearnUpon", "prompt": "c181-s4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "LearnUpon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the biggest trap is looking at enterprise-level systems (like Docebo, Absorb, or LearnUpon)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|google-small|TalentLMS", "prompt": "c181-s4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "TalentLMS — *Best Overall for Small Businesses*"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|google-small|SC Training (formerly EdApp)", "prompt": "c181-s4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Mobile-First & Frontline Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|google-small|GoSkills LMS", "prompt": "c181-s4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "GoSkills LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Small Teams Needing Ready-Made Courses"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|google-small|Google Classroom", "prompt": "c181-s4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best \"Zero-Cost\" No-Frills Alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|google-small|Moodle", "prompt": "c181-s4", "model": "google-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "A Warning on the \"Free\" Moodle Trap ... **Be highly cautious of this.**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|meta-small|TalentLMS", "prompt": "c181-s4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best LMS for employee training for a small company with a tight budget is TalentLMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|meta-small|iSpring Learn", "prompt": "c181-s4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include iSpring Learn, Trainual, and Absorb."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|meta-small|Trainual", "prompt": "c181-s4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include iSpring Learn, Trainual, and Absorb."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|meta-small|Absorb", "prompt": "c181-s4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include iSpring Learn, Trainual, and Absorb."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|meta-small|Google Classroom", "prompt": "c181-s4", "model": "meta-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If the budget is effectively zero and the needs are simple, Google Classroom is a free option"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|minimax-small|TalentLMS", "prompt": "c181-s4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick: TalentLMS** ... Best overall value for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|minimax-small|Moodle", "prompt": "c181-s4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free if self-hosted, unlimited control, but requires technical setup"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|minimax-small|Google Classroom", "prompt": "c181-s4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need something completely free, **Google Classroom** works for basic training needs."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|minimax-small|Canvas LMS", "prompt": "c181-s4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Canvas LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Canvas LMS** - Free/affordable, user-friendly"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|minimax-small|GoSkills", "prompt": "c181-s4", "model": "minimax-small", "cat": "learning-management-systems", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**GoSkills** - ~$29/user/month, includes ready-made business courses"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|mistral-small|TalentLMS", "prompt": "c181-s4", "model": "mistral-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** and **Zoho Learn** are frequently recommended as the best LMS options for employee training."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|mistral-small|Zoho Learn", "prompt": "c181-s4", "model": "mistral-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TalentLMS** and **Zoho Learn** are frequently recommended as the best LMS options for employee training."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|moonshot-small|TalentLMS", "prompt": "c181-s4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies with tight budgets, I'd recommend starting with **TalentLMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|moonshot-small|Moodle", "prompt": "c181-s4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Free Open-Source Option ... Cons: Requires technical knowledge to set up and maintain"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|moonshot-small|Thinkific", "prompt": "c181-s4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Thinkific** - Best for Simplicity"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|moonshot-small|Google Classroom", "prompt": "c181-s4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Very Small Budgets ... Cons: Limited LMS features compared to dedicated platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|moonshot-small|Zoho Learn", "prompt": "c181-s4", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Integrated Business Tools ... Best for: Small businesses using Zoho for other business functions"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|openai-small|Zoho Learn", "prompt": "c181-s4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best LMS is usually **Zoho Learn** if you want the **lowest-cost, practical option**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|openai-small|Connecteam", "prompt": "c181-s4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Connecteam** if your team is **mobile/deskless**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|openai-small|Forma LMS", "prompt": "c181-s4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Forma LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "calls out **Zoho Learn and Forma LMS** as having **generous free tiers**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|openai-small|TalentLMS", "prompt": "c181-s4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best all-around value for a small company:** **TalentLMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|openai-small|Trainual", "prompt": "c181-s4", "model": "openai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you mainly need SOPs and onboarding docs:** **Trainual**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|xai-small|TalentLMS", "prompt": "c181-s4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** stands out as the best overall LMS for employee training in a small company on a tight budget"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|xai-small|Connecteam", "prompt": "c181-s4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deskless/mobile teams ... 4.6/5 ratings; includes scheduling/chat. Great value."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|xai-small|Zoho Learn", "prompt": "c181-s4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Super-tight budgets, Zoho users | Up to 5 users | $1/user/mo | 4.8/5"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|xai-small|Moodle", "prompt": "c181-s4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Open-source powerhouse; unlimited users but needs setup."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|xai-small|Google Classroom", "prompt": "c181-s4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Quick for simple training; limited advanced tracking."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|xai-small|Absorb LMS", "prompt": "c181-s4", "model": "xai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Absorb LMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise options like Absorb LMS (higher mins)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|zai-small|Zoho Learn", "prompt": "c181-s4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Zoho Learn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Learn – Best Overall Budget Pick"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|zai-small|Connecteam", "prompt": "c181-s4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have many frontline/deskless employees:** Choose **Connecteam**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|zai-small|iSpring Learn", "prompt": "c181-s4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "iSpring Learn – Best Per-Active-User Pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|zai-small|TalentLMS", "prompt": "c181-s4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TalentLMS – Best All-Rounder with a Free Tier"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|zai-small|GoSkills LMS", "prompt": "c181-s4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "GoSkills LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GoSkills LMS – Best for Ready-to-Use Content"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|zai-small|Moodle", "prompt": "c181-s4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Free, open-source software, but requires someone technical to host it"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|zai-small|Google Classroom", "prompt": "c181-s4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Limited advanced LMS features and less suited for formal employee training tracking"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s4|zai-small|Canvas", "prompt": "c181-s4", "model": "zai-small", "cat": "learning-management-systems", "variant": "budget", "raw": "Canvas", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Free for small organizations, but requires hosting setup and may need configuration"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|alibaba-small|TalentLMS", "prompt": "c181-s5", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS:** Known for being very easy to set up and having a generous free version to test."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|alibaba-small|Absorb LMS", "prompt": "c181-s5", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Absorb LMS:** Offers great automation and mobile options."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|alibaba-small|Docebo", "prompt": "c181-s5", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Has AI-driven learning (good for recommendations), though sometimes pricier."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|alibaba-small|Axonify", "prompt": "c181-s5", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Axonify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Axonify:** Specialized for micro-learning (great for retail/sales teams)."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|challenger-small|TalentLMS", "prompt": "c181-s5", "model": "challenger-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** if you want a broad, easy-to-use, affordable internal training platform."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|challenger-small|Trainual", "prompt": "c181-s5", "model": "challenger-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trainual** if your biggest need is SOPs, onboarding, and tribal knowledge documentation."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|challenger-small|iSpring Learn", "prompt": "c181-s5", "model": "challenger-small", "cat": "learning-management-systems", "variant": "scale", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iSpring Learn** if you want stronger course-building and training administration without enterprise bloat."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|challenger-small|LearnUpon", "prompt": "c181-s5", "model": "challenger-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LearnUpon** if training is becoming more complex and you need stronger structure and reporting."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|challenger-small|Absorb LMS", "prompt": "c181-s5", "model": "challenger-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "only if compliance, reporting, and expansion are already major priorities and you are comfortable with a more complex, higher-cost platform."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|deepseek-small|Workademy", "prompt": "c181-s5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Workademy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Workademy** – flat-rate, AI course creation (though often targeted at 50+)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|deepseek-small|TalentLMS", "prompt": "c181-s5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TalentLMS** – fast setup (1–2 days), affordable starting price (~€69/mo), good for under-50 teams"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|deepseek-small|Connecteam", "prompt": "c181-s5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Connecteam** – strong for small businesses, mobile access, free tier"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|deepseek-small|GoSkills", "prompt": "c181-s5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "bundled accredited course library + AI course creator, free-forever plan"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|deepseek-small|Whale", "prompt": "c181-s5", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "free tier (10 members), good for onboarding + documentation, Slack/Zapier integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|google-small|Docebo", "prompt": "c181-s5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many enterprise LMS platforms (like Docebo or Absorb) have minimum user thresholds"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|google-small|Absorb", "prompt": "c181-s5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many enterprise LMS platforms (like Docebo or Absorb) have minimum user thresholds"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|google-small|TalentLMS", "prompt": "c181-s5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**TalentLMS:** *The Best All-Rounder.* It is the industry standard for small-to-mid-sized businesses because of its incredibly fast setup."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|google-small|GoSkills", "prompt": "c181-s5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GoSkills LMS:** *Best for Rapid Setup with Pre-Built Courses.* Highly affordable and designed specifically for small businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|google-small|Trainual", "prompt": "c181-s5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Trainual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best for Operational Onboarding & SOPs.* ... though it is less suited for heavy compliance testing."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|google-small|Whale", "prompt": "c181-s5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Whale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Go with SOP/Playbook Software (e.g., Trainual, Whale)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|google-small|SC Training (formerly EdApp)", "prompt": "c181-s5", "model": "google-small", "cat": "learning-management-systems", "variant": "scale", "raw": "SC Training (formerly EdApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "*Best for Deskless/Mobile Teams.* ... offers a very generous free tier."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|meta-small|Docebo", "prompt": "c181-s5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some recommended LMS platforms for employee training include Docebo, TalentLMS, and ProProfs Training."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|meta-small|TalentLMS", "prompt": "c181-s5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some recommended LMS platforms for employee training include Docebo, TalentLMS, and ProProfs Training."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|meta-small|ProProfs Training", "prompt": "c181-s5", "model": "meta-small", "cat": "learning-management-systems", "variant": "scale", "raw": "ProProfs Training", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some recommended LMS platforms for employee training include Docebo, TalentLMS, and ProProfs Training."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|minimax-small|TalentLMS", "prompt": "c181-s5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentLMS** – Great balance of features and simplicity, good pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|minimax-small|GoSkills", "prompt": "c181-s5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoSkills** – Strong if you want ready-made, accredited courses + AI course creation"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|minimax-small|Litmos", "prompt": "c181-s5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Litmos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Litmos** – Slightly more feature-rich, good for compliance needs"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|minimax-small|Moodle", "prompt": "c181-s5", "model": "minimax-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Moodle** – Free (open-source) but requires more technical setup"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|mistral-small|TalentLMS", "prompt": "c181-s5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **TalentLMS**    | Quick setup, all-in-one    | $69–$459/month"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|mistral-small|LearnUpon", "prompt": "c181-s5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **LearnUpon**    | Mid-market, compliance     | $1,200+/year"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|mistral-small|Absorb LMS", "prompt": "c181-s5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Absorb LMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Absorb LMS**   | Scalability, customization | $3,000+/year"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|mistral-small|360Learning", "prompt": "c181-s5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **360Learning**  | Collaborative learning     | $8/user/month"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|mistral-small|Docebo", "prompt": "c181-s5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "| **Docebo**       | AI-powered, scalable       | $25,000+/year"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|mistral-small|Moodle", "prompt": "c181-s5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Full control, but requires tech expertise"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|mistral-small|Thinkific", "prompt": "c181-s5", "model": "mistral-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Thinkific**    | Course creators, simplicity| $49–$499/month"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|moonshot-small|Trainual", "prompt": "c181-s5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SMB-focused:** Trainual, WorkRamp (Starter), TalentLMS, 360Learning, Thinkific (corporate), or Continu."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|moonshot-small|WorkRamp", "prompt": "c181-s5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "WorkRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SMB-focused:** Trainual, WorkRamp (Starter), TalentLMS, 360Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|moonshot-small|TalentLMS", "prompt": "c181-s5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Trainual, WorkRamp (Starter), TalentLMS, 360Learning, Thinkific (corporate), or Continu"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|moonshot-small|360Learning", "prompt": "c181-s5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "TalentLMS, 360Learning, Thinkific (corporate), or Continu"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|moonshot-small|Thinkific", "prompt": "c181-s5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Thinkific (corporate), or Continu"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|moonshot-small|Continu", "prompt": "c181-s5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Continu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Thinkific (corporate), or Continu"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|moonshot-small|Rippling", "prompt": "c181-s5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**HRIS-with-LMS:** Rippling, BambooHR (if you already use them)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|moonshot-small|BambooHR", "prompt": "c181-s5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**HRIS-with-LMS:** Rippling, BambooHR (if you already use them)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|moonshot-small|SafetySkills", "prompt": "c181-s5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "SafetySkills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Compliance-heavy:** SafetySkills, BizLibrary (if you need content more than software)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|moonshot-small|BizLibrary", "prompt": "c181-s5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "BizLibrary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Compliance-heavy:** SafetySkills, BizLibrary (if you need content more than software)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|moonshot-small|GoCo", "prompt": "c181-s5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "GoCo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Many HRIS platforms (like Rippling, GoCo, or HiBob) offer lightweight training modules."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|moonshot-small|HiBob", "prompt": "c181-s5", "model": "moonshot-small", "cat": "learning-management-systems", "variant": "scale", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Many HRIS platforms (like Rippling, GoCo, or HiBob) offer lightweight training modules."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|xai-small|TalentLMS", "prompt": "c181-s5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Examples from reviews: TalentLMS, LearnUpon, or 360Learning often fit small teams well"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|xai-small|LearnUpon", "prompt": "c181-s5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "LearnUpon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "TalentLMS, LearnUpon, or 360Learning often fit small teams well (pros: simple, affordable; cons: limited advanced reporting)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|xai-small|360Learning", "prompt": "c181-s5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "TalentLMS, LearnUpon, or 360Learning often fit small teams well"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|xai-small|Docebo Shape (lite)", "prompt": "c181-s5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Docebo Shape (lite)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top small-biz picks: TalentLMS, Docebo Shape (lite), Go1, Litmos, or free-tier like Moodle if custom."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|xai-small|Go1", "prompt": "c181-s5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Go1", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top small-biz picks: TalentLMS, Docebo Shape (lite), Go1, Litmos"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|xai-small|Litmos", "prompt": "c181-s5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Litmos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top small-biz picks: TalentLMS, Docebo Shape (lite), Go1, Litmos, or free-tier like Moodle if custom."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s5|xai-small|Moodle", "prompt": "c181-s5", "model": "xai-small", "cat": "learning-management-systems", "variant": "scale", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "or free-tier like Moodle if custom"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|alibaba-small|SAP SuccessFactors", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Platforms like **SAP SuccessFactors**, **Cornerstone OnDemand**, or highly customized versions of **Moodle/Totara**."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|alibaba-small|Cornerstone OnDemand", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** Platforms like **SAP SuccessFactors**, **Cornerstone OnDemand**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|alibaba-small|Moodle", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "highly customized versions of **Moodle/Totara**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|alibaba-small|Totara", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Totara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "highly customized versions of **Moodle/Totara**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|alibaba-small|Google Classroom", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Google Classroom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** **Google Classroom**, standard **SharePoint** sites"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|alibaba-small|SharePoint", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** **Google Classroom**, standard **SharePoint** sites, or raw video hosting buckets."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|alibaba-small|TalentLMS", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look for unlimited users models or clear tiered pricing (e.g., TalentLMS, iSpring Learn, Connecteam)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|alibaba-small|iSpring Learn", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "e.g., TalentLMS, iSpring Learn, Connecteam"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|alibaba-small|Connecteam", "prompt": "c181-s6", "model": "alibaba-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "e.g., TalentLMS, iSpring Learn, Connecteam"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|anthropic-small|Docebo", "prompt": "c181-s6", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Docebo is designed for mid-sized and large enterprises... For a small business with limited IT resources, this overhead may not be worth it."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|anthropic-small|Moodle", "prompt": "c181-s6", "model": "anthropic-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Moodle is self-hosted at no cost but requires technical expertise, making it problematic for small teams without dedicated IT staff."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|challenger-small|Cornerstone", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SMBs should avoid enterprise-grade tools like Cornerstone unless they expect to scale very quickly"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|challenger-small|SAP SuccessFactors", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "similarly enterprise-focused and can be more complex than a small business needs"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|challenger-small|Docebo", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "powerful, but its pricing is not public and hidden cost triggers can include AI features"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|challenger-small|Absorb", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Absorb", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "one buyer guide says it is not a fit for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|challenger-small|Workday Learning", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Workday Learning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "not recommended for businesses outside the Workday ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|challenger-small|LearnUpon", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "LearnUpon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more cautious territory for very small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|challenger-small|Moodle", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "best only if you have technical resources, since self-hosting or maintaining it requires ongoing administration"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|challenger-small|TalentLMS", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "the safer starting points are the simpler SMB-oriented options such as **TalentLMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|challenger-small|iSpring Learn", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "safer starting points are the simpler SMB-oriented options"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|challenger-small|Coassemble", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Coassemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "safer starting points are the simpler SMB-oriented options"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|challenger-small|Connecteam", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "safer starting points are the simpler SMB-oriented options"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|challenger-small|Zoho Learn", "prompt": "c181-s6", "model": "challenger-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "safer starting points are the simpler SMB-oriented options"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|Docebo", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid for most small businesses... Prices often start at £20,000–£30,000+/year, with 8–12 week implementation and a steep learning curve."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|Cornerstone / Saba / SumTotal", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone / Saba / SumTotal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Traditional enterprise suites with complex setup, dated interfaces, and pricing that assumes hundreds/thousands of users."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|SAP SuccessFactors / Oracle", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP SuccessFactors / Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "standalone adoption is expensive and unwieldy"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|Workday", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "famously described as the \"worst LMS\" by practitioners... It's clunky and hard to customize."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|BambooHR", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may seem convenient, but they're usually watered-down, hard to integrate, and lack reporting"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|ADP", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "usually watered-down, hard to integrate, and lack reporting"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|Gusto", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "usually watered-down, hard to integrate, and lack reporting"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|Paychex", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "usually watered-down, hard to integrate, and lack reporting"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|Adobe Learning Manager (formerly Captivate Prime)", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Adobe Learning Manager (formerly Captivate Prime)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "the per-user cost balloons as your headcount grows, and it's increasingly seen as dated"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|Moodle", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "avoid unless you have technical staff... Without a dedicated admin, it becomes a time sink."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|MoodleCloud", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "MoodleCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "(hosted) is friendlier, but still fiddly"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|Totara", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Totara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "(built on Moodle) has the same self-hosting burden"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|TalentLMS", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "sources consistently recommend: **TalentLMS** (lowest-cost entry, free up to 5 users)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|iSpring Learn", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "iSpring Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "sources consistently recommend: ... **iSpring Learn**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|Coassemble", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Coassemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "sources consistently recommend: ... **Coassemble**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|Connecteam", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "sources consistently recommend: ... **Connecteam**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|360Learning", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "sources consistently recommend: ... **360Learning**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|LearnUpon", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "LearnUpon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "sources consistently recommend: ... **LearnUpon**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|deepseek-small|Whale", "prompt": "c181-s6", "model": "deepseek-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Whale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "If you're automating documentation/onboarding, **Whale** is worth a look."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|google-small|Cornerstone OnDemand", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The specific types of LMS platforms a small business should avoid or approach with extreme caution include: ... Cornerstone OnDemand (and its acquired sister platforms like Saba)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|google-small|Saba", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Saba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Cornerstone OnDemand (and its acquired sister platforms like Saba)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|google-small|Docebo", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-First & \"Sales-Led\" Platforms ... Docebo ... built for massive corporations"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|google-small|Workday LMS", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Workday LMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Representative Examples: Cornerstone OnDemand ..., Docebo, Workday LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|google-small|Moodle (self-hosted)", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle (self-hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "High-Overhead Open-Source Platforms ... Moodle (self-hosted) ... total cost of ownership is very high"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|google-small|Canvas (by Instructure)", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas (by Instructure)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Representative Examples: Moodle (self-hosted), Canvas (by Instructure)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|google-small|SAP Litmos", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP Litmos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Over-Engineered Mid-Market Systems ... SAP Litmos ... Platforms like Litmos have faced user criticism for sharp price increases"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|google-small|Absorb LMS", "prompt": "c181-s6", "model": "google-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Absorb LMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Over-Engineered Mid-Market Systems ... SAP Litmos, Absorb LMS ... Why to be cautious"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|meta-small|TalentLMS", "prompt": "c181-s6", "model": "meta-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the LMS that are mentioned as being suitable for small businesses include TalentLMS, iSpring Learn, Connecteam, Coassemble, and 360Learning."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|meta-small|iSpring Learn", "prompt": "c181-s6", "model": "meta-small", "cat": "learning-management-systems", "variant": "negative", "raw": "iSpring Learn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "mentioned as being suitable for small businesses include TalentLMS, iSpring Learn, Connecteam, Coassemble, and 360Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|meta-small|Connecteam", "prompt": "c181-s6", "model": "meta-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include TalentLMS, iSpring Learn, Connecteam, Coassemble, and 360Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|meta-small|Coassemble", "prompt": "c181-s6", "model": "meta-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Coassemble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include TalentLMS, iSpring Learn, Connecteam, Coassemble, and 360Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|meta-small|360Learning", "prompt": "c181-s6", "model": "meta-small", "cat": "learning-management-systems", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include TalentLMS, iSpring Learn, Connecteam, Coassemble, and 360Learning"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|mistral-small|Absorb LMS", "prompt": "c181-s6", "model": "mistral-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Absorb LMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should avoid or be cautious about Absorb LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|mistral-small|Path LMS", "prompt": "c181-s6", "model": "mistral-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Path LMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "criticized for inadequate reporting, integration issues, account duplication problems, and poor customer support"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|mistral-small|Cumbersome OnDemand", "prompt": "c181-s6", "model": "mistral-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cumbersome OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "lengthy contracts, high costs, and complex features that are unnecessary for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|mistral-small|Cornerstone", "prompt": "c181-s6", "model": "mistral-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "generally too complex and costly for small businesses, with heavy administrative overhead"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|mistral-small|Connecteam", "prompt": "c181-s6", "model": "mistral-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider platforms with strong small business reviews, such as Connecteam, LearnWorlds, or Zoho Learn"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|mistral-small|LearnWorlds", "prompt": "c181-s6", "model": "mistral-small", "cat": "learning-management-systems", "variant": "negative", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider platforms with strong small business reviews, such as Connecteam, LearnWorlds, or Zoho Learn"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|mistral-small|Zoho Learn", "prompt": "c181-s6", "model": "mistral-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Zoho Learn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider platforms with strong small business reviews, such as Connecteam, LearnWorlds, or Zoho Learn"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|xai-small|Docebo", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Docebo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-focused platforms like Docebo, Cornerstone OnDemand (now Cornerstone), Absorb LMS, and SAP Litmos"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|xai-small|Cornerstone OnDemand", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Cornerstone OnDemand cited for \"lengthy contracts\" and ethical issues like surprise fees"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|xai-small|Absorb LMS", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Absorb LMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "G2 notes Absorb's \"limited features,\" \"challenging learning curve,\" and \"reporting issues\""}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|xai-small|SAP Litmos", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "SAP Litmos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-focused platforms like Docebo, Cornerstone OnDemand ..., Absorb LMS, and SAP Litmos"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|xai-small|Moodle", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Self-hosted open-source like Moodle or Canvas (community edition)... impractical for small businesses without dedicated staff"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|xai-small|Canvas", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Canvas", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Self-hosted open-source like Moodle or Canvas (community edition)... heavy ongoing IT burden"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|xai-small|iSpring Learn", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "iSpring Learn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "iSpring Learn ($3.66/user but 100-user min)"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|xai-small|TalentLMS", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Opt for SMB-friendly LMS like **TalentLMS, iSpring Learn, Connecteam, Coassemble, 360Learning, GoSkills, or LearnWorlds**"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|xai-small|Connecteam", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Opt for SMB-friendly LMS like TalentLMS, iSpring Learn, Connecteam, Coassemble..."}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|xai-small|Coassemble", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Coassemble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Opt for SMB-friendly LMS like ... Coassemble, 360Learning, GoSkills, or LearnWorlds"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|xai-small|360Learning", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Opt for SMB-friendly LMS like ... 360Learning, GoSkills, or LearnWorlds"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|xai-small|GoSkills", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Opt for SMB-friendly LMS like ... GoSkills, or LearnWorlds"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|xai-small|LearnWorlds", "prompt": "c181-s6", "model": "xai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "LearnWorlds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Opt for SMB-friendly LMS like ... or LearnWorlds"}, {"id": "mai-20260918-0021-calibration_b-2|c181-s6|zai-small|Moodle", "prompt": "c181-s6", "model": "zai-small", "cat": "learning-management-systems", "variant": "negative", "raw": "Moodle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Open‑source systems** like Moodle unless you have technical resources"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|alibaba-small|BetterUp", "prompt": "c185-l1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Brand Trust & Scale | **BetterUp** | Largest ecosystem; safest \"enterprise\" bet."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|alibaba-small|CoachHub", "prompt": "c185-l1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For:** Multinational companies with a strong presence in Europe (EMEA) or needing multilingual support."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|alibaba-small|EZRA (by Littlefield / LHH)", "prompt": "c185-l1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "EZRA (by Littlefield / LHH)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often allows unlimited sessions for a flat fee."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|alibaba-small|Exec.com", "prompt": "c185-l1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Currently holds the **#1 spot in G2's Coaching Software category** regarding customer ratings."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|alibaba-small|Growthspace", "prompt": "c185-l1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best at transforming managers into better coaches."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|anthropic-small|Coachello", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top picks include Coachello (AI + human hybrid, Teams/Slack native)... making platforms like Coachello ideal for mid-market and enterprise People teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|anthropic-small|CoachHub", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CoachHub (global scale)... connects employees to more than 3,500 coaches across 90+ countries"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|anthropic-small|BetterUp", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BetterUp (executive depth)... (4.5/5, largest coach network)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|anthropic-small|EZRA", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "EZRA (mobile-first)... EZRA (unlimited sessions)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|anthropic-small|Sounding Board", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Sounding Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sounding Board (leadership focus)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|anthropic-small|Boon", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other highly-rated options include Boon (4.8/5 on G2, usage-based pricing, five integrated programs)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|anthropic-small|Exec.com", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Exec.com (4.9/5, #1 on G2 in coaching)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|anthropic-small|Growthspace", "prompt": "c185-l1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Platforms like Growthspace tie every sprint to a business KPI with manager feedback and progress tracking"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|challenger-small|CoachHub", "prompt": "c185-l1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CoachHub** is the safest enterprise choice because multiple sources identify it as a top enterprise platform"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|challenger-small|BetterUp", "prompt": "c185-l1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BetterUp** if you want the largest coach network and strong executive coaching depth"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|challenger-small|Boon", "prompt": "c185-l1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "best if you want **usage-based pricing** and a broad integrated coaching program set"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|challenger-small|EZRA", "prompt": "c185-l1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best for **unlimited sessions** and enterprise-backed coaching delivery"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|challenger-small|Exec.com", "prompt": "c185-l1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best for **measurable readiness, roleplay, and behavior change** tied to performance"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|challenger-small|Coachello", "prompt": "c185-l1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "best if you need **native Slack/Teams integration** and an AI-plus-human hybrid model"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|challenger-small|Growthspace", "prompt": "c185-l1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "best for **targeted skill sprints** and specific capability gaps"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|deepseek-small|BetterUp", "prompt": "c185-l1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BetterUp** is the safest default pick — it's the most established, has the widest coach network"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|deepseek-small|CoachHub", "prompt": "c185-l1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **CoachHub** if you're a large multinational needing broad language/region coverage."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|deepseek-small|Exec.com", "prompt": "c185-l1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Exec.com** or **Boon** if you want top third-party ratings (G2)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|deepseek-small|Torch", "prompt": "c185-l1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose a hybrid platform (**Torch** or **Boon**)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|deepseek-small|EZRA", "prompt": "c185-l1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "EZRA | Fast, simple rollouts | App-first, unlimited sessions"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|deepseek-small|Boon", "prompt": "c185-l1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Exec.com** or **Boon** if you want top third-party ratings"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|deepseek-small|Sounding Board", "prompt": "c185-l1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Sounding Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Human-coach networks (BetterUp, CoachHub, Ezra, Sounding Board)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|deepseek-small|Valence", "prompt": "c185-l1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Valence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "AI-first coaching (Valence, Risely) — most scalable and cost-effective, but less human touch."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|deepseek-small|Risely", "prompt": "c185-l1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "AI-first coaching (Valence, Risely) — most scalable and cost-effective, but less human touch."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|deepseek-small|Coachello", "prompt": "c185-l1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Hybrid human + AI (Boon, Exec, Coachello, Torch)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|deepseek-small|Modern Health", "prompt": "c185-l1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Modern Health", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Some platforms (Modern Health, Bravely) bundle coaching with mental-health benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|deepseek-small|Bravely", "prompt": "c185-l1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Bravely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Some platforms (Modern Health, Bravely) bundle coaching with mental-health benefits"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|google-small|Gong", "prompt": "c185-l1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gong is the industry gold standard for B2B conversation intelligence."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|google-small|Mindtickle", "prompt": "c185-l1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Mindtickle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mindtickle (Best for Sales Readiness & Structured Enablement)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|google-small|PitchMonster", "prompt": "c185-l1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "PitchMonster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PitchMonster or Hyperbound (Best for AI-Driven Roleplay & Practice)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|google-small|Hyperbound", "prompt": "c185-l1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Hyperbound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "PitchMonster or Hyperbound (Best for AI-Driven Roleplay & Practice)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|google-small|BetterUp", "prompt": "c185-l1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "BetterUp is the pioneer in enterprise behavioral coaching."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|google-small|CoachHub", "prompt": "c185-l1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "CoachHub is a digital coaching giant with an incredibly deep presence in EMEA and APAC."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|google-small|EZRA", "prompt": "c185-l1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "EZRA delivers high-quality, app-based 1:1 leadership coaching."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|google-small|Growthspace", "prompt": "c185-l1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Growthspace focuses on short-term, highly structured, measurable coaching programs."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|google-small|Cloverleaf", "prompt": "c185-l1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Cloverleaf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "tools like **Cloverleaf** or **Coachello** are highly effective because they send micro-coaching nudges"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|google-small|Coachello", "prompt": "c185-l1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "tools like **Cloverleaf** or **Coachello** are highly effective"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|meta-small|BetterUp", "prompt": "c185-l1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top-rated platforms include BetterUp, Coachello, and others"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|meta-small|Coachello", "prompt": "c185-l1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top-rated platforms include BetterUp, Coachello, and others"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|minimax-small|BetterUp", "prompt": "c185-l1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "here are some top contenders frequently recommended for enterprise B2B organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|minimax-small|CoachHub", "prompt": "c185-l1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**CoachHub**\n- Global coaching platform"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|minimax-small|LimeLight (Coaching.com)", "prompt": "c185-l1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "LimeLight (Coaching.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**LimeLight (Coaching.com)**\n- Enterprise-focused platform"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|mistral-small|Exec", "prompt": "c185-l1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Exec** is the top recommendation due to its high ratings, measurable outcomes, and comprehensive features"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|mistral-small|BetterUp", "prompt": "c185-l1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BetterUp** and **CoachHub** are excellent alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|mistral-small|CoachHub", "prompt": "c185-l1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you prioritize international coverage, CoachHub is a strong choice"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|mistral-small|Growthspace", "prompt": "c185-l1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Stands out for its strong independent review base (249 reviews)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|mistral-small|Together", "prompt": "c185-l1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Recommended for large organizations aiming to build a coaching culture"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|moonshot-small|BetterUp", "prompt": "c185-l1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **CoachHub** or **BetterUp**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|moonshot-small|CoachHub", "prompt": "c185-l1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are a large B2B enterprise needing maximum global coverage, start with **CoachHub** or **BetterUp**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|moonshot-small|Exec.com", "prompt": "c185-l1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the highest user satisfaction and AI-enhanced scalability, evaluate **Exec.com** first."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|moonshot-small|Growthspace", "prompt": "c185-l1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tier 2: High-ROI Challengers ... strong ROI at a lower per-seat cost"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|moonshot-small|EZRA", "prompt": "c185-l1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Backed by LHH; offers unlimited session models; flexible program structures"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|openai-small|BetterUp", "prompt": "c185-l1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **BetterUp** for breadth and executive credibility, or **Growthspace** if your priority is **scalable, measurable skills development**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|openai-small|Growthspace", "prompt": "c185-l1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Growthspace** if your priority is **scalable, measurable skills development** tied to business outcomes"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|openai-small|Speexx", "prompt": "c185-l1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Speexx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you need a global people-development platform with coaching plus training"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|openai-small|CoachHub (AIMY)", "prompt": "c185-l1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub (AIMY)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong choice if your focus is digital coaching with scheduling, tracking, LMS integration"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|openai-small|15Five", "prompt": "c185-l1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if you want coaching combined with performance management, manager training, OKRs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|xai-small|Exec.com", "prompt": "c185-l1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Exec.com** (Highest G2 ratings: 4.9/5 overall, #1 in Coaching Software category with 92% 5-star reviews)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|xai-small|BetterUp", "prompt": "c185-l1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "frequently #1 for enterprises/Fortune 500 ... **Drawbacks**: Higher cost; longer time-to-value."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|xai-small|CoachHub", "prompt": "c185-l1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top for global/EMEA; 3,500+ coaches in 90+ countries"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|xai-small|Growthspace", "prompt": "c185-l1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4.8/5 on G2 across 249+ reviews"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|xai-small|EZRA", "prompt": "c185-l1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Solid alternatives: EZRA for unlimited sessions"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|xai-small|Torch", "prompt": "c185-l1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Torch for coaching + mentoring blends"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|xai-small|Boon", "prompt": "c185-l1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| Boon | 4.8/5 | 300+ | KPI-tied sprints | Usage-based |"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|zai-small|BetterUp", "prompt": "c185-l1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a general enterprise B2B company, **BetterUp** is the safest, most proven choice."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|zai-small|CoachHub", "prompt": "c185-l1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CoachHub** and **Exec** are top contenders for specific use cases"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|zai-small|Exec", "prompt": "c185-l1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your company is highly technical or focused on sales performance, **Exec** may offer a better return on investment"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l1|zai-small|Boon", "prompt": "c185-l1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Boon has quickly risen in the rankings, particularly for its high G2 rating (4.8/5)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|alibaba-small|BetterUp", "prompt": "c185-l2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Industry Leader: BetterUp ... BetterUp is the market leader."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|alibaba-small|Mentra", "prompt": "c185-l2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Mentra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Balanced Approach: Mentra ... Go with **Mentra**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|alibaba-small|CoachHub", "prompt": "c185-l2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Speed-to-Scale: CoachHub ... built specifically for rapid scaling"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|alibaba-small|Ellevate Network", "prompt": "c185-l2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Ellevate Network", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Diversity Specialist: Ellevate Network"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|alibaba-small|Noom", "prompt": "c185-l2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Noom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Go with **Mentra** or **Noom** (which focuses heavily on mental resilience)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|anthropic-small|CoachHub", "prompt": "c185-l2", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. CoachHub** (Best overall for enterprise scale)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|anthropic-small|BetterUp", "prompt": "c185-l2", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. BetterUp** (Best for comprehensive workforce development)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|anthropic-small|EZRA", "prompt": "c185-l2", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. EZRA** (Best for mobile/distributed workforce)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|challenger-small|BetterUp", "prompt": "c185-l2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **BetterUp** if your top priority is enterprise-grade scale"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|challenger-small|CoachHub", "prompt": "c185-l2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CoachHub** is the strongest alternative, especially for multinational rollout"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|challenger-small|Boon", "prompt": "c185-l2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "worth considering if you want **usage-based pricing**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|challenger-small|Growthspace", "prompt": "c185-l2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "better if you want **skills-based, measurable development sprints**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|challenger-small|Exec.com", "prompt": "c185-l2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best for **senior executive development** rather than a broad employee population"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|deepseek-small|BetterUp", "prompt": "c185-l2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top pick: **BetterUp**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|deepseek-small|CoachHub", "prompt": "c185-l2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd shortlist **BetterUp and CoachHub**, run a pilot with both"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|deepseek-small|EZRA", "prompt": "c185-l2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Two other names worth a look for large B2B teams: **EZRA** (owned by LHH/Adecco, unlimited sessions at scale, good for cost-conscious large enterprises)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|deepseek-small|Torch", "prompt": "c185-l2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Torch** (if coaching is tied to specific leadership competencies your strategy demands"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|google-small|CoachHub", "prompt": "c185-l2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are globally distributed (especially in Europe) and need strict regional compliance and localized coaching, start with **CoachHub**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|google-small|BetterUp", "prompt": "c185-l2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your company is headquartered in North America with a heavy focus on employee well-being and data-driven ROI, book a demo with **BetterUp**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|google-small|EZRA (by LHH)", "prompt": "c185-l2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "EZRA (by LHH)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EZRA is a powerhouse for enterprise deployment because of its corporate pedigree"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|google-small|Torch", "prompt": "c185-l2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Torch is the standout choice"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|meta-small|CoachHub", "prompt": "c185-l2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. CoachHub - The Digital Coaching Platform"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|meta-small|Boon", "prompt": "c185-l2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Boon - 11 Best Enterprise Coaching Platforms Compared (2026)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|meta-small|Speexx", "prompt": "c185-l2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Speexx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Speexx - The All-in-One Business Coaching Platform"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|meta-small|Coachello", "prompt": "c185-l2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Coachello - Best Online Coaching Platforms for Enterprise (2026)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|minimax-small|BetterUp", "prompt": "c185-l2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BetterUp** delivers the most comprehensive, scalable, and data-driven coaching marketplace today"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|minimax-small|CoachHub", "prompt": "c185-l2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative to consider: **CoachHub**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|minimax-small|Torch", "prompt": "c185-l2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Combines coaching + mentoring, built-in 360-feedback"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|minimax-small|EZRA", "prompt": "c185-l2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**EZRA** (LHH) | 1,500+ | Global (strong in US & Europe)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|minimax-small|Coachello", "prompt": "c185-l2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Native integration with Slack & Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|minimax-small|Boon", "prompt": "c185-l2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Usage-based (pay-as-you-go), flexible, strong on-demand coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|mistral-small|BetterUp", "prompt": "c185-l2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **BetterUp** or **CoachHub** as the top digital coaching marketplaces."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|mistral-small|CoachHub", "prompt": "c185-l2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend **BetterUp** or **CoachHub** as the top digital coaching marketplaces."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|moonshot-small|CoachHub", "prompt": "c185-l2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **CoachHub**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|moonshot-small|BetterUp", "prompt": "c185-l2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **BetterUp**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|moonshot-small|EZRA", "prompt": "c185-l2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also Worth Considering: **EZRA**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|openai-small|BetterUp", "prompt": "c185-l2", "model": "openai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd **lean toward BetterUp** as the first vendor to evaluate."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|openai-small|CoachHub", "prompt": "c185-l2", "model": "openai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CoachHub is also a strong contender**, especially if you want a very broad global coaching network"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|xai-small|CoachHub", "prompt": "c185-l2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend CoachHub as the top digital coaching marketplace."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|xai-small|BetterUp", "prompt": "c185-l2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you prioritize the largest coach network and behavioral science depth ... but higher pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|xai-small|EZRA", "prompt": "c185-l2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for quick, unlimited mobile-first sessions (LHH/Adecco-backed), strong for rapid enterprise rollout."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|xai-small|Torch", "prompt": "c185-l2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better for leadership-focused programs under 5,000 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|xai-small|Growthspace", "prompt": "c185-l2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Torch or Growthspace: If you want coaching + mentoring/feedback hybrids with excellent G2 ratings"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|zai-small|CoachHub", "prompt": "c185-l2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **CoachHub**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|zai-small|BetterUp", "prompt": "c185-l2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **BetterUp**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|zai-small|Coachello", "prompt": "c185-l2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft/Slack Integration: **Coachello**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l2|zai-small|BOLDLY", "prompt": "c185-l2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BOLDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **BOLDLY** | 850+ vetted coaches | Global | AI coaching (momentLeader) | Custom | Enterprise coaching process outsourcing |"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|alibaba-small|BetterUp", "prompt": "c185-l3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Largest Coach Network.** BetterUp boasts thousands of ICF-certified coaches globally."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|alibaba-small|CoachHub", "prompt": "c185-l3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Global & Multilingual Reach.** ... offering coaches in 90+ countries and supporting 80+ languages"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|alibaba-small|Growthspace", "prompt": "c185-l3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Growthspace focuses on short-term, goal-oriented coaching sprints paired with group workshops"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|alibaba-small|Exec.com", "prompt": "c185-l3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Voice-AI Practice Partner.** Exec uses an AI coach (\"Eve\")"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|alibaba-small|Torch", "prompt": "c185-l3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Torch uniquely combines external coaching with internal mentoring programs."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|alibaba-small|Boon Health", "prompt": "c185-l3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Boon uses a usage-based pricing model"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|alibaba-small|EZRA", "prompt": "c185-l3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "EZRA offers unlimited 1:1 sessions for a flat fee"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|anthropic-small|BetterUp", "prompt": "c185-l3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BetterUp (the market leader with 5,000+ credentialed human coaches)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|anthropic-small|CoachHub", "prompt": "c185-l3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CoachHub (strong in Europe and global enterprise with AIMY 2.0 AI features)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|anthropic-small|Valence", "prompt": "c185-l3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Valence (AI-first voice coaching for Fortune 500)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|anthropic-small|Torch", "prompt": "c185-l3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Torch (human coaching with mentoring programs)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|anthropic-small|Ezra by LHH", "prompt": "c185-l3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Ezra by LHH", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ezra by LHH (enterprise coaching through the Adecco group)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|anthropic-small|Risely", "prompt": "c185-l3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Risely (AI-native daily coaching at $700-1,000/user/year with skill measurement and Slack/Teams integration)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|challenger-small|BetterUp", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Largest, most established coach network; broad wellbeing + leadership focus"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|challenger-small|CoachHub", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strongest global footprint, especially for multinational and multilingual deployments"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|challenger-small|EZRA", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unlimited sessions and a structured enterprise program model, backed by LHH"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|challenger-small|Exec", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong practice/readiness workflows plus coaching and AI roleplays"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|challenger-small|Growthspace", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sprint-based, skill-specific development with a large expert network"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|challenger-small|Torch", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Coaching plus mentoring and 360/manager workflow integration"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|challenger-small|Boon", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Usage-based pricing and multiple integrated program types"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|challenger-small|Coachello", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Native Slack/Microsoft Teams experience with AI + human hybrid coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|challenger-small|Valence", "prompt": "c185-l3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI coach-first approach for managers and leadership support"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|deepseek-small|BetterUp", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BetterUp — The Category Pioneer ... The most recognized name, known for scale and behavioral-science depth."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|deepseek-small|CoachHub", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Broad workforce transformation across a global enterprise** → *BetterUp* or *CoachHub*"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|deepseek-small|Torch", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coaching tied to your company's leadership strategy → *Torch*"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|deepseek-small|EZRA", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fast rollout, simple UX, unlimited sessions → *EZRA*"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|deepseek-small|Growthspace", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Short-term skill-specific development sprints → *Growthspace*"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|deepseek-small|Valence", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "\"Nadia\" AI coach for Fortune 500 managers; AI-first model"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|deepseek-small|Risely", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Risely:** \"Merlin\" AI coach with rare public pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|deepseek-small|Exec", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Hybrid — voice-AI roleplays **plus** human coaching; #1 on G2's Coaching Software category (4.9/5)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|deepseek-small|Boon", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Cost efficiency where not everyone will use coaching → *Boon* (usage-based) avoids per-seat waste"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|deepseek-small|Coachello", "prompt": "c185-l3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "AI + human hybrid native to **Slack/Microsoft Teams**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|google-small|BetterUp", "prompt": "c185-l3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **strongest brand, deep behavioral science, and a massive US-focused coaching network**, choose **BetterUp**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|google-small|CoachHub", "prompt": "c185-l3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a **highly global, multilingual workforce and require localized international coaching**, choose **CoachHub**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|google-small|Torch", "prompt": "c185-l3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to **integrate mentoring with coaching and align sessions closely to corporate strategies**, choose **Torch**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|google-small|EZRA", "prompt": "c185-l3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a **highly streamlined, app-based rollout with simple, unlimited session pricing**, choose **EZRA**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|google-small|Growthspace", "prompt": "c185-l3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "choose **Growthspace**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|google-small|Valence", "prompt": "c185-l3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "choose an AI-first platform like **Valence**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|google-small|Sounding Board", "prompt": "c185-l3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Sounding Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Platforms like **Torch** and **Sounding Board** are highly contextualized."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|meta-small|BetterUp", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include BetterUp, CoachHub, Growthspace, Exec.com, Torch, Coachello, Boon, Risely, and Valence."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|meta-small|CoachHub", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include BetterUp, CoachHub, Growthspace, Exec.com, Torch, Coachello, Boon, Risely, and Valence."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|meta-small|Growthspace", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include BetterUp, CoachHub, Growthspace, Exec.com, Torch, Coachello, Boon, Risely, and Valence."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|meta-small|Exec.com", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top platforms include BetterUp, CoachHub, Growthspace, Exec.com, Torch, Coachello, Boon, Risely, and Valence."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|meta-small|Torch", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top platforms include BetterUp, CoachHub, Growthspace, Exec.com, Torch, Coachello, Boon, Risely, and Valence."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|meta-small|Coachello", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top platforms include BetterUp, CoachHub, Growthspace, Exec.com, Torch, Coachello, Boon, Risely, and Valence."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|meta-small|Boon", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top platforms include BetterUp, CoachHub, Growthspace, Exec.com, Torch, Coachello, Boon, Risely, and Valence."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|meta-small|Risely", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top platforms include BetterUp, CoachHub, Growthspace, Exec.com, Torch, Coachello, Boon, Risely, and Valence."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|meta-small|Valence", "prompt": "c185-l3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some of the top platforms include BetterUp, CoachHub, Growthspace, Exec.com, Torch, Coachello, Boon, Risely, and Valence."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|minimax-small|BetterUp", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1,000+ employees, global**: BetterUp or CoachHub"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|minimax-small|CoachHub", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**1,000+ employees, global**: BetterUp or CoachHub"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|minimax-small|Growthspace", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mid-market (50\\u2013500)**: Growthspace or Exec.com (strong ROI)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|minimax-small|Exec.com", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mid-market (50\\u2013500)**: Growthspace or Exec.com (strong ROI)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|minimax-small|Torch", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AI-augmented practice**: Exec.com, Torch, Coachello"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|minimax-small|Coachello", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Coachello** \\u2014 Native Slack/Teams integration (lowest friction)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|minimax-small|EZRA", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **EZRA** | Mobile-first, unlimited sessions | Mid-size | Custom quote |"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|minimax-small|Valence", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**AI-first**: Valence (AI coach \"Nadia\")"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|minimax-small|Risely", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Tight budget/smaller teams**: Boon or Risely"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|minimax-small|Boon", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Tight budget/smaller teams**: Boon or Risely"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|minimax-small|Bravely", "prompt": "c185-l3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Bravely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Bravely** \\u2014 On-demand coaching as an employee benefit"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|mistral-small|BetterUp", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A pioneer in the enterprise coaching space, known for its large coach network and deep behavioral science research."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|mistral-small|CoachHub", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong global reach with 3,500+ coaches across 90+ countries and 80 languages."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|mistral-small|Exec", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Highly rated for connecting leadership coaching to observable performance."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|mistral-small|Boon", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Usage-based pricing and integrated programs for mid-market to enterprise."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|mistral-small|EZRA", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mobile-first platform with unlimited sessions."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|mistral-small|Torch", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Combines coaching with mentoring and 360 feedback."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|mistral-small|Coachello", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI + human hybrid, native integration with Teams/Slack."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|mistral-small|Growthspace", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "High user satisfaction and broad program offerings."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|mistral-small|Sounding Board", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Sounding Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Focused on leadership and executive coaching."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|mistral-small|Bravely", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Bravely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "On-demand coaching as an employee benefit."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|mistral-small|Valence", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AI coach (Nadia) for Fortune 500 managers."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|mistral-small|Risely", "prompt": "c185-l3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "AI coach (Merlin) with public pricing."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|moonshot-small|BetterUp", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Largest human coach network (4,000+ coaches, 70+ countries), deepest behavioral science research... Best For: Large enterprises wanting comprehensive, research-backed coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|moonshot-small|CoachHub", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Strongest global reach (3,500+ coaches, 90+ countries, 80+ languages)... Enterprise (1,000+ employees): BetterUp, CoachHub"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|moonshot-small|Torch", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Organizations wanting coaching tied directly to business strategy and organizational goals"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|moonshot-small|Growthspace", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Growing companies (50–1,000 employees) seeking scalable coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|moonshot-small|EZRA", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Unlimited sessions model, mobile-first approach, backed by LHH"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|moonshot-small|Exec.com", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "#1 ranking on G2 for coaching software, combines AI roleplay with human coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|moonshot-small|Coachello", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "in-the-flow (Slack/Teams-integrated) platforms like Coachello"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|moonshot-small|Valence", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Valence/Risely (AI-first)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|moonshot-small|Risely", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Small teams (<50): Boon, Risely (AI-augmented, accessible pricing)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|moonshot-small|Boon", "prompt": "c185-l3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Small teams (<50): Boon, Risely"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|openai-small|BetterUp", "prompt": "c185-l3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **BetterUp** if you want the safest \"big enterprise, broad use case, category leader\" option."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|openai-small|CoachHub", "prompt": "c185-l3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **CoachHub** if global rollout and multinational coverage matter most."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|openai-small|Torch", "prompt": "c185-l3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Torch** if you want coaching tightly linked to leadership strategy and organizational transformation."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|openai-small|EZRA", "prompt": "c185-l3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **EZRA** if speed of deployment is a priority."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|openai-small|Valence", "prompt": "c185-l3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Valence** if you want AI-first coaching at scale."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|openai-small|Growthspace", "prompt": "c185-l3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Usually positioned around targeted skill development and expert-led interventions"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|openai-small|Sounding Board", "prompt": "c185-l3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Sounding Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A leadership-coaching platform that is generally discussed as strong for executive and leadership development programs."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|xai-small|BetterUp", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Largest (thousands, 100+ languages, global) ... high-end but pricey sessions (30-min)."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|xai-small|CoachHub", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strongest international/language coverage; centralized program mgmt."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|xai-small|EZRA", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unlimited sessions; mobile app emphasis."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|xai-small|Exec.com", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top G2 rating; AI practice + human layer for ROI tracking."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|xai-small|Growthspace", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Highest independent reviews; flexible experts over pure coaches."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|xai-small|Torch", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "People-first; strong for L&D integration."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|xai-small|Coachello", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Seamless workflow embedding; behavioral outcomes focus."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|xai-small|Boon", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Flexible formats (1:1, cohort, team, AI); pay-per-use affordability."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|xai-small|Sounding Board", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Sounding Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Sounding Board** (leadership focus)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|xai-small|Bravely", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Bravely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Bravely** (on-demand as employee benefit)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|xai-small|CoachAccountable", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "more suited for smaller teams/solopreneurs ... it's less emphasized for massive enterprise scale compared to the above."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|xai-small|Valence", "prompt": "c185-l3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Platforms like Exec/Valence emphasize metrics/behavioral change over session volume."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|zai-small|BetterUp", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Largest human coach network, app‑first | Broad workforce leadership development, executive coaching, global rollouts"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|zai-small|CoachHub", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Global scale, multilingual, program governance | Multinationals, region‑standardized coaching programs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|zai-small|Growthspace", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Precision skill sprints, expert network | Manager training, retail leadership"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|zai-small|Exec.com", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI roleplay + live coaching, #1 G2 rating | Sales enablement, customer success"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|zai-small|EZRA", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Unlimited 1:1 sessions, app‑first | Rapid rollout, simple experience"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|zai-small|Torch", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strategy‑aligned coaching, 360° measurement | Leadership alignment, C‑suite coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|zai-small|Coachello", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Native Teams/Slack, AI + human | Teams already living in Teams/Slack"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|zai-small|Valence", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI‑only, always‑on, Fortune‑500 scale | High‑volume managers"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|zai-small|Risely", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Public pricing, AI‑only, modular | Small‑to‑mid‑size teams, pilot programs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l3|zai-small|Boon", "prompt": "c185-l3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Usage‑based, 5 integrated programs | Flexible, multi‑program rollouts"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|alibaba-small|BetterUp", "prompt": "c185-l4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BetterUp is the market leader for large enterprise rollouts... If you need **standardized global capability**...: Choose **BetterUp**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|alibaba-small|CoachHub", "prompt": "c185-l4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CoachHub is a strong competitor to BetterUp, particularly for multinationals"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|alibaba-small|Risely", "prompt": "c185-l4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need **transparent pricing** to speed up your budgeting process: Choose **Risely**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|alibaba-small|EZRA", "prompt": "c185-l4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "EZRA offers an **unlimited sessions** model"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|alibaba-small|Boon", "prompt": "c185-l4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid \"usage-based\" platforms ... like Boon if your priority is predictable total costs."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|anthropic-small|Risely", "prompt": "c185-l4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Risely stands out as the exception** with publicly available pricing, which directly addresses your need for cost predictability."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|anthropic-small|Boon", "prompt": "c185-l4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Boon's usage-based model and five integrated programs (SCALE, GROW, EXEC, TOGETHER, ADAPT) are built for exactly this"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|anthropic-small|Exec.com", "prompt": "c185-l4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "credit-based pricing (Exec.com) both eliminate the waste of paying for seats nobody uses"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|anthropic-small|BetterUp", "prompt": "c185-l4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BetterUp or CoachHub if your priority is breadth — a very large coach network, global coverage, and a mature platform"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|anthropic-small|CoachHub", "prompt": "c185-l4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BetterUp or CoachHub if your priority is breadth"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|anthropic-small|Valence", "prompt": "c185-l4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Valence if the goal is to give every manager an always-available coach and budget rules out human coaching at that scale"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|anthropic-small|EZRA", "prompt": "c185-l4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The options HR leaders most often evaluate are Boon ..., BetterUp, CoachHub, and EZRA"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|challenger-small|Together", "prompt": "c185-l4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Together", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit in the results is **Together** if the priority is organization-wide coaching and mentoring at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|challenger-small|BetterUp", "prompt": "c185-l4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "but it typically uses custom enterprise pricing and is generally expensive at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|challenger-small|Risely", "prompt": "c185-l4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though they are not the best fit if you need a single low-risk enterprise contract for thousands of users"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|challenger-small|Exec", "prompt": "c185-l4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Exec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though they are not the best fit if you need a single low-risk enterprise contract for thousands of users"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|deepseek-small|EZRA (LHH/Adecco)", "prompt": "c185-l4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA (LHH/Adecco)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EZRA** is arguably the strongest fit because its unlimited-sessions-in-a-flat-contract model gives you a hard ceiling on spend"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|deepseek-small|BetterUp", "prompt": "c185-l4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BetterUp's per-member annual fee** also delivers predictability"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|deepseek-small|Risely", "prompt": "c185-l4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Publishes clear per-user pricing (~$700–$1,000/year at enterprise volume), giving you the most predictable and transparent total cost benchmark"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|deepseek-small|Exec.com", "prompt": "c185-l4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Exec.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** usage-based / per-session platforms (e.g., Exec.com's credits)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|google-small|EZRA", "prompt": "c185-l4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Unlimited 1:1 Human Coaching: **EZRA** ... specifically designed for large-scale enterprise deployments."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|google-small|Bravely", "prompt": "c185-l4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Bravely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want to offer **on-demand coaching as a broad, confidential benefit** to all thousands of employees at a single, locked-in annual price, choose **Bravely**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|google-small|TaskHuman", "prompt": "c185-l4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "TaskHuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TaskHuman** is a highly scalable option."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|google-small|Risely", "prompt": "c185-l4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "deploy an AI-native solution like **Risely** or **Valence**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|google-small|Valence", "prompt": "c185-l4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Features \"Nadia,\" an interactive AI coach widely used by Fortune 500 managers"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|google-small|Coachello", "prompt": "c185-l4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A highly scalable hybrid/AI platform that embeds directly into Slack and Microsoft Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|meta-small|BetterUp", "prompt": "c185-l4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one of the top enterprise coaching platforms such as BetterUp, CoachHub, or Torch"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|meta-small|CoachHub", "prompt": "c185-l4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as BetterUp, CoachHub, or Torch"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|meta-small|Torch", "prompt": "c185-l4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Torch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "such as BetterUp, CoachHub, or Torch"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|minimax-small|Risely", "prompt": "c185-l4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **maximum predictability** with thousands of users, **Risely** is the standout"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|minimax-small|BetterUp", "prompt": "c185-l4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need **human coaching** rather than AI, then **BetterUp** or **CoachHub** with a per-seat contract would be the enterprise standards"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|minimax-small|CoachHub", "prompt": "c185-l4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong EMEA coverage, scalable for thousands of users, predictable per-person cost"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|minimax-small|Boon", "prompt": "c185-l4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usage-based | Variable | Medium (pay per session)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|mistral-small|BetterUp", "prompt": "c185-l4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "are the top enterprise platforms, but both use custom, quote-based pricing, which can make total cost unpredictable for very large deployments"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|mistral-small|CoachHub", "prompt": "c185-l4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "both use custom, quote-based pricing, which can make total cost unpredictable for very large deployments"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|mistral-small|Coachello", "prompt": "c185-l4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Coachello", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Coachello’s modular approach and more flexible pricing structure may be the best fit for your needs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|mistral-small|Torch", "prompt": "c185-l4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Torch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "including Torch and EZRA) use custom annual deals, often starting around $43,000/year per deal, which may not scale predictably"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|mistral-small|EZRA", "prompt": "c185-l4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "including Torch and EZRA) use custom annual deals, often starting around $43,000/year per deal, which may not scale predictably"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|moonshot-small|EZRA", "prompt": "c185-l4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EZRA's unlimited model** is strongest if you expect high utilization"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|moonshot-small|Risely", "prompt": "c185-l4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Risely's published pricing** ($700–$1,000/user/year) lets you calculate exact costs upfront"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|moonshot-small|Boon", "prompt": "c185-l4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Usage-based pricing** — you only pay for sessions actually delivered"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|moonshot-small|Exec.com", "prompt": "c185-l4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Exec.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Credit-based (Exec.com)** | Lower (consumption varies) | Pilot programs or targeted coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|moonshot-small|CoachHub", "prompt": "c185-l4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid platforms like **CoachHub** and **BetterUp** that rely entirely on custom enterprise quotes"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|moonshot-small|BetterUp", "prompt": "c185-l4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid platforms like **CoachHub** and **BetterUp** that rely entirely on custom enterprise quotes"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|openai-small|CoachHub", "prompt": "c185-l4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **CoachHub** first, because its enterprise messaging and pricing signal more naturally align with large-scale rollouts"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|openai-small|BetterUp", "prompt": "c185-l4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BetterUp** is a strong choice if you want a more broadly positioned \"human transformation\" platform ... though pricing is not publicly transparent."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|openai-small|Cornerstone", "prompt": "c185-l4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Cornerstone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some enterprise learning suites like **Cornerstone** or **Continu** are more LMS/training-oriented than pure coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|openai-small|Continu", "prompt": "c185-l4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Continu", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more LMS/training-oriented than pure coaching, and their pricing is typically custom-quote based"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|openai-small|Speexx", "prompt": "c185-l4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Speexx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "pros/cons table** for CoachHub, BetterUp, Speexx, and any others you're considering."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|xai-small|Exec.com (now Exec)", "prompt": "c185-l4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Exec.com (now Exec)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Exec.com (now Exec) stands out as the best option for a large company needing predictable total costs across thousands of users."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|xai-small|Risely", "prompt": "c185-l4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if Exec doesn't fit: Risely: Rare public per-user pricing on their AI coach (Merlin)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|xai-small|Boon", "prompt": "c185-l4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Boon: Usage-based but G2-topped (4.8/5) with integrated programs; predictable for defined cohorts"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|xai-small|EZRA", "prompt": "c185-l4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "EZRA: Unlimited 1:1 sessions in enterprise contracts ... fixed total cost despite scale"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|xai-small|BetterUp", "prompt": "c185-l4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Others to avoid for predictability: BetterUp/CoachHub/Torch: Custom enterprise quotes"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|xai-small|CoachHub", "prompt": "c185-l4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Others to avoid for predictability: BetterUp/CoachHub/Torch: Custom enterprise quotes"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|xai-small|Torch", "prompt": "c185-l4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Torch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Others to avoid for predictability: BetterUp/CoachHub/Torch: Custom enterprise quotes"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|zai-small|Risely", "prompt": "c185-l4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall:** **Risely** — published per-user pricing, AI-first at scale, volume discounts, and no waste."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|zai-small|Exec.com", "prompt": "c185-l4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Runner-Up: Exec.com (Credit-Based Coaching)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|zai-small|BetterUp", "prompt": "c185-l4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Per-seat licensing | $300–$1,000+/user/year | Predictable but can waste spend if utilization is low"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|zai-small|CoachHub", "prompt": "c185-l4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per-seat licensing | $300–$1,000+/user/year | Predictable but can waste spend if utilization is low"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l4|zai-small|Boon", "prompt": "c185-l4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Boon** | Usage-based | Per session | 30–50% cheaper than per-seat if utilization varies"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|deepseek-small|CoachHub", "prompt": "c185-l5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Two strong vendor examples to benchmark against\n- **CoachHub** — advertises GDPR, ISO 27001, ISO 27701, SOC 2 Type II, TISAX, MFA, FIDO2, end-to-end encryption"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|deepseek-small|Qooper", "prompt": "c185-l5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Qooper** — SOC 2 Type I & II, GDPR + DPA, SSO/SAML, SCIM, RBAC, encryption, pen testing."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|meta-small|Qooper", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coaching Workspace and Qooper are examples of platforms that offer these features... Look for platforms that offer bi-directional HRIS integrations and ROI reporting, such as Qooper."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|meta-small|Chronus", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top options include Qooper, Chronus, MentorcliQ, Together..."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|meta-small|MentorcliQ", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some top options include Qooper, Chronus, MentorcliQ, Together"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|meta-small|Together", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Together", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some top options include Qooper, Chronus, MentorcliQ, Together, Mentorloop"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|meta-small|Mentorloop", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Mentorloop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Together, Mentorloop, Ten Thousand Coffees"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|meta-small|Ten Thousand Coffees", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Ten Thousand Coffees", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mentorloop, Ten Thousand Coffees, Mentor Collective"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|meta-small|Mentor Collective", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Mentor Collective", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ten Thousand Coffees, Mentor Collective, Guider"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|meta-small|Guider", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Guider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mentor Collective, Guider, PushFar, and MentorCity"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|meta-small|PushFar", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "PushFar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Guider, PushFar, and MentorCity"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|meta-small|MentorCity", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "MentorCity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "PushFar, and MentorCity"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|meta-small|Coaching Workspace", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Coaching Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Coaching Workspace and Qooper are examples of platforms that offer these features."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|meta-small|Exec", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Exec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Exec, for instance, offers a flexible credit-based pricing model that avoids per-seat fees and annual commitments."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|meta-small|CoachHub", "prompt": "c185-l5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "CoachHub offers AI-powered coaching with its AIMY platform."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|minimax-small|CoachHub", "prompt": "c185-l5", "model": "minimax-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms like **CoachHub**, **Qooper**, **MentorcliQ**, and **Chronus** advertise SOC 2 Type II, SSO/SAML, and enterprise-grade security"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|minimax-small|Qooper", "prompt": "c185-l5", "model": "minimax-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like **CoachHub**, **Qooper**, **MentorcliQ**, and **Chronus** advertise SOC 2 Type II, SSO/SAML"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|minimax-small|MentorcliQ", "prompt": "c185-l5", "model": "minimax-small", "cat": "coaching-platforms", "variant": "scale", "raw": "MentorcliQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like **CoachHub**, **Qooper**, **MentorcliQ**, and **Chronus** advertise SOC 2 Type II"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|minimax-small|Chronus", "prompt": "c185-l5", "model": "minimax-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Chronus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like **CoachHub**, **Qooper**, **MentorcliQ**, and **Chronus** advertise SOC 2 Type II"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|moonshot-small|BetterUp", "prompt": "c185-l5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compare how specific platforms (e.g., BetterUp, CoachHub, Valence, Qooper) stack up against these criteria?"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|moonshot-small|CoachHub", "prompt": "c185-l5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare how specific platforms (e.g., BetterUp, CoachHub, Valence, Qooper) stack up against these criteria?"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|moonshot-small|Valence", "prompt": "c185-l5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare how specific platforms (e.g., BetterUp, CoachHub, Valence, Qooper) stack up against these criteria?"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|moonshot-small|Qooper", "prompt": "c185-l5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare how specific platforms (e.g., BetterUp, CoachHub, Valence, Qooper) stack up against these criteria?"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|xai-small|Qooper", "prompt": "c185-l5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Qooper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "leaders like Qooper (strong security), Exec (AI+coaching), Speexx (global compliance)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|xai-small|CoachHub", "prompt": "c185-l5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Qooper, CoachHub, Exec, Simply.Coach, Speexx\\u2014many advertise SOC 2 Type II"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|xai-small|Exec", "prompt": "c185-l5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Exec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "leaders like Qooper (strong security), Exec (AI+coaching), Speexx (global compliance)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|xai-small|Simply.Coach", "prompt": "c185-l5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Simply.Coach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Qooper, CoachHub, Exec, Simply.Coach, Speexx"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l5|xai-small|Speexx", "prompt": "c185-l5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Speexx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "leaders like Qooper (strong security), Exec (AI+coaching), Speexx (global compliance)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|alibaba-small|BetterUp", "prompt": "c185-l6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Primary Candidate for Caution: BetterUp ... many HR leaders and users report significant structural criticisms that may make it a poor fit for certain enterprise needs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|challenger-small|Coaches Console", "prompt": "c185-l6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaches Console", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "one review explicitly flags **Coaches Console** as having an outdated interface and poor value"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|challenger-small|Profi", "prompt": "c185-l6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Profi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "notes **Profi** shut down at the end of 2025"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|deepseek-small|BetterUp", "prompt": "c185-l6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**BetterUp** is the market leader, but reviews show **mixed expectations**... It's fine for large orgs but warrants careful contract terms."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|deepseek-small|CoachHub", "prompt": "c185-l6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "flag that **CoachHub, Torch, Bravely, and Ezra** should be evaluated against the outcome-proving and pricing criteria above"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|deepseek-small|Torch", "prompt": "c185-l6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Torch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**CoachHub, Torch, Bravely, and Ezra** should be evaluated against the outcome-proving and pricing criteria above"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|deepseek-small|Bravely", "prompt": "c185-l6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Bravely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**CoachHub, Torch, Bravely, and Ezra** should be evaluated against the outcome-proving and pricing criteria above"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|deepseek-small|Ezra", "prompt": "c185-l6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Ezra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**CoachHub, Torch, Bravely, and Ezra** should be evaluated against the outcome-proving and pricing criteria above"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|google-small|BetterUp", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some of the largest, most famous platforms (including market leaders like BetterUp) historically priced their models around expensive, fixed-seat annual subscriptions"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|google-small|Boon", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Avoid platforms that refuse **active-user, credit-based, or usage-based pricing models** (such as Boon or Exec.com)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|google-small|Exec.com", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Boon or Exec.com"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|google-small|Retorio", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Retorio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "AI-powered manager enablement and roleplay coaching tools (such as Retorio, Valence, or Risely) ... Why to be cautious"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|google-small|Valence", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Valence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "such as Retorio, Valence, or Risely ... Why to be cautious: Coaching sessions are deeply personal and highly sensitive."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|google-small|Risely", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Risely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "such as Retorio, Valence, or Risely ... Why to be cautious"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|google-small|CoachHub", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "When vetting major players (like **BetterUp**, **CoachHub**, **EZRA**, or **Torch**), do not accept marketing claims at face value."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|google-small|EZRA", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "When vetting major players (like **BetterUp**, **CoachHub**, **EZRA**, or **Torch**)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|google-small|Torch", "prompt": "c185-l6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "When vetting major players (like **BetterUp**, **CoachHub**, **EZRA**, or **Torch**)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|meta-small|BetterUp", "prompt": "c185-l6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "BetterUp is a popular choice among large enterprises, but it may require a significant financial investment."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|meta-small|CoachHub", "prompt": "c185-l6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "CoachHub is another popular option, but it may not be the best fit for enterprises that want unlimited coaching access under one contract."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|meta-small|Torch", "prompt": "c185-l6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top coaching platforms for large enterprises include BetterUp, CoachHub, Torch, Ezra, and Growthspace"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|meta-small|Ezra", "prompt": "c185-l6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Ezra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ezra is mentioned as a potential alternative to CoachHub, offering unlimited 1:1 sessions inside one contract."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|meta-small|Growthspace", "prompt": "c185-l6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top coaching platforms for large enterprises include BetterUp, CoachHub, Torch, Ezra, and Growthspace"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|minimax-small|ChatGPT", "prompt": "c185-l6", "model": "minimax-small", "cat": "coaching-platforms", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Generic AI assistants (ChatGPT, Claude, Gemini, Copilot) used for coaching where prompts are admin-accessible"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|minimax-small|Claude", "prompt": "c185-l6", "model": "minimax-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Generic AI assistants (ChatGPT, Claude, Gemini, Copilot) used for coaching where prompts are admin-accessible"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|minimax-small|Gemini", "prompt": "c185-l6", "model": "minimax-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Generic AI assistants (ChatGPT, Claude, Gemini, Copilot) used for coaching where prompts are admin-accessible"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|minimax-small|Copilot", "prompt": "c185-l6", "model": "minimax-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Generic AI assistants (ChatGPT, Claude, Gemini, Copilot) used for coaching where prompts are admin-accessible"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|mistral-small|CoachHub", "prompt": "c185-l6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "mixed reviews for scalability and customer support, especially for multinational deployments"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|mistral-small|BetterUp", "prompt": "c185-l6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often criticized for its high cost and the variability in coach quality"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|mistral-small|Sounding Board", "prompt": "c185-l6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Sounding Board", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cited for limited customization and integration options"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|mistral-small|Ezra", "prompt": "c185-l6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Ezra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "concerns about the platform's ability to maintain consistent service levels and coach availability"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|moonshot-small|ChatGPT", "prompt": "c185-l6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Generic AI Assistants (ChatGPT, Claude, Gemini, Copilot)**\n**Why avoid:** ... not designed for enterprise coaching privacy"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|moonshot-small|Claude", "prompt": "c185-l6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Generic AI Assistants (ChatGPT, Claude, Gemini, Copilot)**\n**Why avoid:**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|moonshot-small|Gemini", "prompt": "c185-l6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Generic AI Assistants (ChatGPT, Claude, Gemini, Copilot)**\n**Why avoid:**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|moonshot-small|Copilot", "prompt": "c185-l6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Copilot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Generic AI Assistants (ChatGPT, Claude, Gemini, Copilot)**\n**Why avoid:**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|moonshot-small|BetterUp", "prompt": "c185-l6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Per-seat pricing can be expensive ($300-$1,000+ per employee/year); marketplace-style coach selection can lead to mismatches; limited pricing transparency"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|moonshot-small|CoachHub", "prompt": "c185-l6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Coach consistency varies by region and language depth; per-seat pricing model"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|moonshot-small|Sounding Board", "prompt": "c185-l6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Sounding Board", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Smaller coach network (300+); less brand recognition; primarily English-language coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|openai-small|BetterUp", "prompt": "c185-l6", "model": "openai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "comparison rubric** for BetterUp / CoachHub / Torch / Ezra / similar platforms."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|openai-small|CoachHub", "prompt": "c185-l6", "model": "openai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BetterUp / CoachHub / Torch / Ezra / similar platforms."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|openai-small|Torch", "prompt": "c185-l6", "model": "openai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BetterUp / CoachHub / Torch / Ezra / similar platforms."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|openai-small|Ezra", "prompt": "c185-l6", "model": "openai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Ezra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BetterUp / CoachHub / Torch / Ezra / similar platforms."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|xai-small|CoachAccountable", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachAccountable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Designed for independent coaches or small teams... CoachAccountable gets high ratings... but lacks HIPAA compliance, mobile apps, and global team management—unsuited for 1,000+ employee rollouts."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|xai-small|Simply.Coach", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Simply.Coach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Solo/Small-Business Focused Tools (e.g., CoachAccountable, Simply.Coach, Paperbell, Coaching.com)... Why cautious/avoid"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|xai-small|Paperbell", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Paperbell", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Solo/Small-Business Focused Tools (e.g., CoachAccountable, Simply.Coach, Paperbell, Coaching.com)... Why cautious/avoid"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|xai-small|Coaching.com", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Solo/Small-Business Focused Tools (e.g., CoachAccountable, Simply.Coach, Paperbell, Coaching.com)... Why cautious/avoid"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|xai-small|BetterUp", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why cautious: Extremely expensive ($500–$3,000/employee/year), short 30-min sessions that expire unused... opaque pricing hides total costs."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|xai-small|Valence", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Valence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "platforms like Valence (AI Nadia) scale cheaply but risk generic insights for executives"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|xai-small|CoachHub", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "CoachHub excels (German servers)... CoachHub (global)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|xai-small|EZRA", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "EZRA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "smaller ones like EZRA's 300+ may bottleneck"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|xai-small|Growthspace", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Top for Enterprises (per 2026 comparisons): Growthspace (strong reviews/scale)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|xai-small|Coachello", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Favor Coachello/Torch for workflow embedding."}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|xai-small|Torch", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Torch (mentoring+coaching)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|xai-small|Exec.com", "prompt": "c185-l6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Exec.com (#1 G2)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|zai-small|BetterUp", "prompt": "c185-l6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Avoid or Cautiously Approach:** **BetterUp** ... executed multiple rounds of layoffs in 2023 and 2024"}, {"id": "mai-20260918-0021-calibration_b-2|c185-l6|zai-small|CoachHub", "prompt": "c185-l6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Avoid or Cautiously Approach:** **CoachHub** ... the risk is vendor stability"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|alibaba-small|Torch", "prompt": "c185-m1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Torch is the strongest contender for the mid-market."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|alibaba-small|Growthspace", "prompt": "c185-m1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Growthspace is highly rated for ROI"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|alibaba-small|Boon", "prompt": "c185-m1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Budget Control: **Boon**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|alibaba-small|CoachHub", "prompt": "c185-m1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global Reach: **CoachHub**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|anthropic-small|Torch", "prompt": "c185-m1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best for mid-market companies (500–5,000 employees) building a formal coaching culture for the first time"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|anthropic-small|Coachello", "prompt": "c185-m1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "designed to deploy without the consulting layer that traditional coaching engagements require"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|anthropic-small|Valence", "prompt": "c185-m1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "an AI-first coaching platform deployed across Fortune 500 companies"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|anthropic-small|Lattice", "prompt": "c185-m1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI assistant supporting manager coaching by surfacing conversation prompts and flagging disengagement risks"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|challenger-small|Torch", "prompt": "c185-m1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice is **Torch**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|challenger-small|Boon", "prompt": "c185-m1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Boon** if you want a usage-based platform with broad coaching formats"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|challenger-small|Growthspace", "prompt": "c185-m1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Growthspace** if you want skills-based coaching with strong measurement"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|challenger-small|Exec.com", "prompt": "c185-m1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Exec.com** if you want executive coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|challenger-small|Betterworks", "prompt": "c185-m1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Betterworks** if your main goal is manager coaching tied to goals"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|challenger-small|CoachHub", "prompt": "c185-m1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**CoachHub** if you need the broadest global coach coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|deepseek-small|Growthspace", "prompt": "c185-m1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Growthspace** offers the best combination of value, measurable outcomes, and flexibility"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|deepseek-small|Torch", "prompt": "c185-m1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Torch** \\u2013 best for building a structured coaching culture"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|deepseek-small|CoachHub", "prompt": "c185-m1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're at the **500-employee+ tier** with a distributed team, **CoachHub** is the strongest choice."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|deepseek-small|Exec.com", "prompt": "c185-m1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best executive coaching + AI roleplay (#1 on G2)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|deepseek-small|Boon", "prompt": "c185-m1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Boon** \\u2013 best usage-based pricing (pay per session, not per seat)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|deepseek-small|Risely", "prompt": "c185-m1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Under 50 employees | **Boon** or **Risely** | AI-augmented, accessible pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|deepseek-small|BetterUp", "prompt": "c185-m1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Per-seat pricing from platforms like BetterUp ($500\\u2013$2,000/seat/year) can be prohibitively expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|google-small|BetterUp", "prompt": "c185-m1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "like BetterUp, which is built primarily for Fortune 500 budgets and has strict seat minimums"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|google-small|Growthspace", "prompt": "c185-m1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start your evaluation with **Growthspace** (for skill-specific sprints) or **Boon Health**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|google-small|Boon Health", "prompt": "c185-m1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start your evaluation with **Growthspace** (for skill-specific sprints) or **Boon Health** (if you require a flexible, usage-based billing structure)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|google-small|Torch", "prompt": "c185-m1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Hybrid coaching + internal mentoring."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|google-small|Coachello", "prompt": "c185-m1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: \"In the flow of work\" delivery (Slack & Microsoft Teams native)."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|meta-small|Boon", "prompt": "c185-m1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Boon - a usage-based platform that offers 1:1, cohort, exec, team, AI change mgmt, and AI practice coaching formats, with a G2 rating of 4.8/5"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|meta-small|Growthspace", "prompt": "c185-m1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a skills-based coaching platform that offers flexible program structures and quicker time-to-value"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|meta-small|Exec.com", "prompt": "c185-m1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "an executive coaching platform that offers high-quality coaches and a range of coaching formats"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|meta-small|Torch", "prompt": "c185-m1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "well-suited for mid-market companies building structured coaching programs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|minimax-small|Growthspace", "prompt": "c185-m1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Growthspace** is likely your best fit because"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|minimax-small|Exec.com", "prompt": "c185-m1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Executive coaching focus, strong G2 ratings (4.9/5), well-suited for mid-market leadership development"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|minimax-small|Torch", "prompt": "c185-m1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Combines coaching with mentoring, good for organizations wanting both elements"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|minimax-small|Boon", "prompt": "c185-m1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Boon** (Best Usage-Based Option)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|mistral-small|Growthspace", "prompt": "c185-m1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Growthspace** and **Exec.com** are the top choices due to their flexibility, strong ROI, and mid-market pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|mistral-small|Exec.com", "prompt": "c185-m1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Growthspace** and **Exec.com** are the top choices"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|mistral-small|Torch", "prompt": "c185-m1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Torch** is a close third for companies needing scalability and AI integration"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|mistral-small|Boon", "prompt": "c185-m1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Boon** is ideal if you prefer a usage-based model"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|moonshot-small|Growthspace", "prompt": "c185-m1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation**: Start with **Growthspace** if you want structured skill development, or **Exec.com**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|moonshot-small|Exec.com", "prompt": "c185-m1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Exec.com** if you want a performance-connected hybrid approach with transparent pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|moonshot-small|Torch", "prompt": "c185-m1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Torch** - **Best for:** Coaching plus internal mentoring"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|moonshot-small|CoachHub", "prompt": "c185-m1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **CoachHub** - **Best for:** Global/multinational mid-market companies"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|openai-small|15Five", "prompt": "c185-m1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **15Five**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|openai-small|CoachHub", "prompt": "c185-m1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a **dedicated enterprise coaching program** with a very large coach network"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|openai-small|Growthspace", "prompt": "c185-m1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want **precision skill development**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|openai-small|Tandem", "prompt": "c185-m1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Tandem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want a **lighter-weight coaching platform** centered on manager development"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|xai-small|Exec.com", "prompt": "c185-m1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Exec.com** (G2: 4.9/5, often #1 in coaching category)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|xai-small|Growthspace", "prompt": "c185-m1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Skills-based matching, flexible programs for 50-1,000 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|xai-small|Boon", "prompt": "c185-m1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Usage-based (pay per session), ideal for mid-market budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|xai-small|Torch", "prompt": "c185-m1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Combines coaching + mentoring, manager pipelines. Good for mid-market"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|xai-small|CoachHub", "prompt": "c185-m1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Global network, mid-market pricing ($200–$800/seat), but leans larger-scale."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|xai-small|Coachello", "prompt": "c185-m1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI + human, Slack/Teams native (per manager/month), great for workflow integration."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|xai-small|Allego", "prompt": "c185-m1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Allego", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For **B2B sales-specific**: Allego (4.6/5 G2) ... for video coaching/practice, mid-market accessible."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|xai-small|SalesHood", "prompt": "c185-m1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "SalesHood", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SalesHood (4.6/5) for video coaching/practice, mid-market accessible"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|xai-small|BetterUp", "prompt": "c185-m1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "mid-market platforms excel here vs. enterprise bloat (e.g., BetterUp at $500+/seat)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|zai-small|Delenta", "prompt": "c185-m1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Delenta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Delenta** – client portal, courses, scheduling, ICF tracking, payments in one subscription (from ~$29/mo)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|zai-small|Paperbell", "prompt": "c185-m1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Paperbell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Paperbell** – low‑friction scheduling and payments, ideal for solo coaches or small practice teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|zai-small|CoachHub", "prompt": "c185-m1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**CoachHub** (mid‑market pricing)... **BetterUp**, **CoachHub**, **Boon**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|zai-small|BetterUp", "prompt": "c185-m1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BetterUp** – largest coach network, AI‑driven coaching, strong analytics; enterprise pricing $500–2,000+/seat/yr"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|zai-small|Growthspace", "prompt": "c185-m1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Growthspace** (mid‑market pricing, skills‑first)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|zai-small|Exec.com", "prompt": "c185-m1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Exec.com** – executive coaching, mid‑market pricing $200–600/seat/yr"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|zai-small|Torch", "prompt": "c185-m1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Torch** (AI‑matching, leadership tracks)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m1|zai-small|Boon", "prompt": "c185-m1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Boon** (usage‑based pricing, mid‑market to enterprise)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|alibaba-small|Growthspace", "prompt": "c185-m2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best All-Rounder: **Growthspace** ... **Start with Growthspace** if you want measurable skill improvement across a wide range of employees at a moderate cost."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|alibaba-small|CoachHub", "prompt": "c185-m2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose CoachHub** if you are a multinational organization needing to support non-English speaking employees equally."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|alibaba-small|Torch", "prompt": "c185-m2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Torch** if your limited coaching budget is exclusively reserved for your C-suite and direct reports."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|challenger-small|Growthspace", "prompt": "c185-m2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one default choice for most mid-sized B2B companies, I'd choose **Growthspace**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|challenger-small|CoachHub", "prompt": "c185-m2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CoachHub** if you need a broader enterprise-grade coaching marketplace with stronger global scale"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|challenger-small|Exec.com", "prompt": "c185-m2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your focus is **executive or leadership coaching**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|challenger-small|Boon", "prompt": "c185-m2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "worth considering if you want a broader program mix and usage-based pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|deepseek-small|Growthspace", "prompt": "c185-m2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a typical mid-sized B2B company, **start with Growthspace**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|deepseek-small|CoachHub", "prompt": "c185-m2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with CoachHub as the close runner-up"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|deepseek-small|BetterUp", "prompt": "c185-m2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "significantly cheaper than BetterUp ($500\\u2013$2,000+)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|deepseek-small|Torch", "prompt": "c185-m2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "excellent if you want leadership coaching tightly **aligned to your specific organizational strategy**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|deepseek-small|Exec.com", "prompt": "c185-m2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the #1-rated platform on G2 (4.9/5) with **public, self-serve pricing**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|deepseek-small|Boon", "prompt": "c185-m2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best if you prefer **usage-based pricing**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|google-small|BetterUp", "prompt": "c185-m2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the standard enterprise coaching giants like BetterUp or CoachHub are often not the best fit"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|google-small|CoachHub", "prompt": "c185-m2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the standard enterprise coaching giants like BetterUp or CoachHub are often not the best fit"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|google-small|Boon Health", "prompt": "c185-m2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "1. Boon Health **Best for:** Highly flexible, usage-based pricing and holistic coaching."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|google-small|Coachello", "prompt": "c185-m2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Because Coachello lives where your employees already work, setup is practically instantaneous, and adoption is incredibly high."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|google-small|Growthspace", "prompt": "c185-m2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you can buy time-boxed, highly targeted sprints for your rising managers"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|google-small|Exec (Exec.com)", "prompt": "c185-m2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec (Exec.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Exec is an exceptional choice"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|meta-small|CoachHub", "prompt": "c185-m2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend CoachHub as a digital coaching marketplace for a mid-sized B2B company"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|minimax-small|Growthspace", "prompt": "c185-m2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Growthspace** or **Exec.com** as they specifically target the mid-market segment"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|minimax-small|Exec.com", "prompt": "c185-m2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Growthspace** or **Exec.com**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|minimax-small|CoachHub", "prompt": "c185-m2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need global reach or have international teams, **CoachHub** would be the better choice."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|minimax-small|BetterUp", "prompt": "c185-m2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: Companies wanting the largest coach network - **Pricing**: $500–$2,000+/seat/year"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|mistral-small|Growthspace", "prompt": "c185-m2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most recommended digital coaching marketplaces are **Growthspace**, **Exec.com**, and **Torch**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|mistral-small|Exec.com", "prompt": "c185-m2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the most recommended digital coaching marketplaces are **Growthspace**, **Exec.com**, and **Torch**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|mistral-small|Torch", "prompt": "c185-m2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Torch for leadership and manager development with AI-driven coach matching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|moonshot-small|Growthspace", "prompt": "c185-m2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Growthspace** — *Best Overall Value*"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|moonshot-small|Exec.com", "prompt": "c185-m2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Exec.com** — *Best for Performance-Focused Outcomes*"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|moonshot-small|CoachHub", "prompt": "c185-m2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. CoachHub** — *Best for Global/International Teams*"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|moonshot-small|Boon", "prompt": "c185-m2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Under 50 employees** | Boon or Risely (AI-augmented, lower cost)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|moonshot-small|Risely", "prompt": "c185-m2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Boon or Risely (AI-augmented, lower cost)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|moonshot-small|BetterUp", "prompt": "c185-m2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more straightforward pricing than enterprise-focused platforms like BetterUp ($500–$2,000+/seat/year)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|openai-small|Growthspace", "prompt": "c185-m2", "model": "openai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Growthspace** as the best overall choice"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|openai-small|CoachHub", "prompt": "c185-m2", "model": "openai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Leadership development / executive coaching:** **CoachHub** or **BetterUp**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|openai-small|BetterUp", "prompt": "c185-m2", "model": "openai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Leadership development / executive coaching:** **CoachHub** or **BetterUp**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|openai-small|Showpad Coach", "prompt": "c185-m2", "model": "openai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Showpad Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sales coaching / enablement:** **Showpad Coach** or **SecondBody**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|openai-small|SecondBody", "prompt": "c185-m2", "model": "openai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "SecondBody", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sales coaching / enablement:** **Showpad Coach** or **SecondBody**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|openai-small|Speexx", "prompt": "c185-m2", "model": "openai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Speexx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Broader people development with language + coaching + mentoring:** **Speexx**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|xai-small|Growthspace", "prompt": "c185-m2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Growthspace** as a top digital coaching marketplace."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|xai-small|Exec.com", "prompt": "c185-m2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Exec.com** (G2 #1 at 4.9/5): Best for executive/leadership focus"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|xai-small|Torch", "prompt": "c185-m2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Torch**: Great for mid-market leadership (500-5,000 employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|xai-small|CoachHub", "prompt": "c185-m2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Solid mid-to-large option ($200–$800/seat/year, global in 90+ countries), but leans more enterprise-scale."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|zai-small|CoachHub", "prompt": "c185-m2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CoachHub** is the strongest overall recommendation."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|zai-small|BetterUp", "prompt": "c185-m2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise (1,000+) | $500–$2,000+/seat/year ... Large enterprises with significant budget and global scale"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|zai-small|Exec.com", "prompt": "c185-m2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Exec.com** is an excellent alternative."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|zai-small|Growthspace", "prompt": "c185-m2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Growthspace | Mid-market (50–500) | Custom enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m2|zai-small|Boon", "prompt": "c185-m2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For smaller mid-market teams wanting flexibility, **Boon** offers a compelling usage-based model."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|alibaba-small|Maven", "prompt": "c185-m3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Maven", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Contender: Maven ... The market leader for corporate executive coaching."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|alibaba-small|CoachHub", "prompt": "c185-m3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner Up: CoachHub"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|alibaba-small|Practice Better", "prompt": "c185-m3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Practice Better", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Contender: Practice Better ... A holistic ecosystem designed to manage every aspect of a coaching practice"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|alibaba-small|HoneyBook", "prompt": "c185-m3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "HoneyBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner Up: HoneyBook ... superior contract handling and visual design"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|alibaba-small|TrueCoach", "prompt": "c185-m3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "TrueCoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Contender: TrueCoach / TrainerBuilds ... A specialized platform for personal trainers"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|alibaba-small|TrainerBuilds", "prompt": "c185-m3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "TrainerBuilds", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose TrueCoach/TrainerBuilds if your coaching involves physical movement"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|alibaba-small|Kajabi", "prompt": "c185-m3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Top Contender: Kajabi ... An all-encompassing platform for building websites, hosting courses"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|anthropic-small|CoachHub", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Platforms like CoachHub and BetterUp pay you directly with no say over your rates"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|anthropic-small|BetterUp", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Platforms like CoachHub and BetterUp pay you directly with no say over your rates"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|anthropic-small|Life Coach Hub", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Life Coach Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like Life Coach Hub and Coach.me let you set your own prices"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|anthropic-small|Coach.me", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coach.me", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like Life Coach Hub and Coach.me let you set your own prices"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|anthropic-small|Kajabi", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Kajabi if your business runs on sales funnels, email sequences, and marketing automation"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|anthropic-small|Thinkific", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Thinkific limits coaching to single sessions only"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|anthropic-small|Teachable", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Teachable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Teachable's coaching features are 1:1 only with no native group infrastructure"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|anthropic-small|Circle", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "choose Circle if community engagement, group coaching, and member retention drive your business"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|anthropic-small|CoachAccountable", "prompt": "c185-m3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "widely cited as the most focused tool for coaches who prioritize client outcomes and measurable progress"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|Paperbell", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you want to **sell and run sessions quickly**, choose **Paperbell** or **Satori**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|Satori", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Satori", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want to **sell and run sessions quickly**, choose **Paperbell** or **Satori**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|CoachVantage", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Emphasizes **managing clients, programs, and delivery** in one place."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|Coachful", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "An **all-in-one workspace** with **onboarding, messaging, notes, progress tracking, and cohorts**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|Teachable", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Teachable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want to **deliver courses**, choose **Thinkific** or **Teachable**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|Thinkific", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want to **deliver courses**, choose **Thinkific** or **Teachable**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|Kajabi", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more expensive and broader than basic coaching tools"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|Circle", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you want to **build a paid community**, choose **Circle** or **Mighty Networks**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|Mighty Networks", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Mighty Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "choose **Circle** or **Mighty Networks**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|Upcoach", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Upcoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you need **client accountability and program structure**, choose **Upcoach** or **Delenta**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|Delenta", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Delenta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "choose **Upcoach** or **Delenta**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|CoachHub", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "If you are an **enterprise/L&D team**, choose **CoachHub**, **BetterUp**, or **Coachello**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|BetterUp", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "choose **CoachHub**, **BetterUp**, or **Coachello**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|Coachello", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Hybrid **AI + human coaching** with **Teams/Slack-native** workflows."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|Trafft", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Trafft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Booking-first tools**: Paperbell, Satori, Trafft, Zencal, CoachVantage."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|Zencal", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Zencal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Booking-first tools**: Paperbell, Satori, Trafft, Zencal, CoachVantage."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|Skool", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Skool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Community-first tools**: Circle, Mighty Networks, Skool."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|CoachAccountable", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**All-in-one coaching ops**: Coachful, Upcoach, Delenta, CoachVantage, CoachAccountable, Simplero."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|Simplero", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simplero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "**All-in-one coaching ops**: Coachful, Upcoach, Delenta, CoachVantage, CoachAccountable, Simplero."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|Sounding Board", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Sounding Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "**Enterprise coaching platforms**: CoachHub, BetterUp, Coachello, Sounding Board, EZRA, 360Learning."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|EZRA", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "**Enterprise coaching platforms**: CoachHub, BetterUp, Coachello, Sounding Board, EZRA, 360Learning."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|challenger-small|360Learning", "prompt": "c185-m3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 22, "ev": "**Enterprise coaching platforms**: CoachHub, BetterUp, Coachello, Sounding Board, EZRA, 360Learning."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|Thinkific", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Course-heavy coaches** → **Thinkific** or **Teachable**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|Kajabi", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Kajabi** | All-in-one business | Sales funnels, email marketing, website builder, payment processing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|Mighty Networks", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Mighty Networks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Group/community coaches** where engagement matters → **Mighty Networks** or **Circle**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|Circle", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Group/community coaches** where engagement matters → **Mighty Networks** or **Circle**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|LearnWorlds", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "LearnWorlds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**LearnWorlds** | All-in-one coaching | 1:1 sessions, branded mobile app, journals, marketing automations"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|CoachAccountable", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "an all-in-one like **Coachful** or **CoachAccountable**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|Paperbell", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "need booking, contracts, and payments → use simple tools like **Paperbell** or **CoachVantage**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|CoachVantage", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "use simple tools like **Paperbell** or **CoachVantage**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|Practice", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Practice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Practice** | Client management | Custom packages, invoices, payment plans"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|Teachable", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Teachable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Course-heavy coaches** → **Thinkific** or **Teachable**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|CoachHub", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**CoachHub** | Global rollouts | Strongest multilingual coach coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|BetterUp", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**BetterUp** | Manager performance + workforce change | Largest coach network"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|EZRA", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**EZRA** | Defined coaching journeys | Multiple structured programs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|Sounding Board", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Sounding Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Sounding Board** | Internal mentors/coaches | Shared operating system"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|Boon", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Boon** | Usage-based flexibility | Rated 4.8/5 on G2"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|Growthspace", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Growthspace / Torch / Exec.com** | Specialist niches"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|Torch", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Growthspace / Torch / Exec.com** | Specialist niches"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|Exec.com", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**Growthspace / Torch / Exec.com** | Specialist niches"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|Coachful", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "an all-in-one like **Coachful** or **CoachAccountable**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|Valence", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Newer platforms (Circle's AI agents, Valence's Nadia, Risely's Merlin) are introducing **AI coaching components**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|deepseek-small|Risely", "prompt": "c185-m3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "Valence's Nadia, Risely's Merlin) are introducing **AI coaching components**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|google-small|Paperbell", "prompt": "c185-m3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are a solo coach looking to sell, book, and deliver your services quickly and beautifully:** Go with **Paperbell**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|google-small|CoachAccountable", "prompt": "c185-m3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are a coach who relies on data, homework, and strict client accountability:** Go with **CoachAccountable**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|google-small|Upcoach", "prompt": "c185-m3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Upcoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent if your coaching is curriculum-heavy or you run group masterminds."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|google-small|Simply.Coach", "prompt": "c185-m3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Designed for scaling beyond a solopreneur. It handles corporate billing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|google-small|Practice Better", "prompt": "c185-m3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Practice Better", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It is custom-built for wellness professionals."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|google-small|BetterUp", "prompt": "c185-m3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Go with **CoachHub** or **BetterUp**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|google-small|CoachHub", "prompt": "c185-m3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Go with **CoachHub** or **BetterUp**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|google-small|EZRA", "prompt": "c185-m3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "EZRA is structured for simple contracts with unlimited 1:1 sessions inside its mobile-first app."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|google-small|Torch", "prompt": "c185-m3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If your company wants to pair human coaching with internal mentoring software:** Go with **Torch**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|google-small|Growthspace", "prompt": "c185-m3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Growthspace pairs an employee with a specific expert for a 4-to-5 session sprint"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|meta-small|Circle", "prompt": "c185-m3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Circle is best for coaches who want community + courses + live coaching in one platform"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|meta-small|Thinkific", "prompt": "c185-m3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Thinkific is best for course creators who need structured learning experiences"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|meta-small|Teachable", "prompt": "c185-m3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Teachable is best for coaches focused primarily on selling online courses."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|meta-small|Kajabi", "prompt": "c185-m3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Kajabi is an all-in-one platform best for course-led coaches who want one tool for everything."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|meta-small|Skool", "prompt": "c185-m3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Skool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Skool is best for community-led group coaching."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|meta-small|Torch", "prompt": "c185-m3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Torch is a hybrid system that pairs human coaching with AI and practice."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|minimax-small|Kajabi", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Kajabi** | Course-led coaches wanting everything in one tool | ~$89/month"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|minimax-small|Circle", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Circle** | Coaches who want community + courses + live coaching | $89/month"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|minimax-small|Thinkific", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Thinkific** | Course creators needing structured learning | $36/month"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|minimax-small|Teachable", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Teachable** | Beginners on a budget | Free plan; paid from ~$39/month"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|minimax-small|Skool", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Skool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Skool** – Community-oriented group coaching at $99/month flat rate"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|minimax-small|BetterUp", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**BetterUp** – Largest coach network, best for workforce-wide development"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|minimax-small|CoachHub", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**CoachHub** – Strong global reach (3,500+ coaches in 90+ countries)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|minimax-small|Exec.com", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Exec.com** – Top-rated on G2 for coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|minimax-small|Growthspace", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Growthspace** – Highly rated (4.8/5) with flexible formats"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|minimax-small|Valence", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Valence & Risely** – AI-first coaching options"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|minimax-small|Risely", "prompt": "c185-m3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Valence & Risely** – AI-first coaching options"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|mistral-small|Kajabi", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Course-led coaches who want an all-in-one tool."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|mistral-small|Skool", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Skool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Community-led group coaching."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|mistral-small|Teachable", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Beginners on a budget."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|mistral-small|Thinkific", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Builders who want control over course UX."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|mistral-small|Trainerize", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Trainerize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Online fitness coaches and personal trainers."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|mistral-small|Practice", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Practice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: 1:1 client management."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|mistral-small|CoachAccountable", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Accountability-focused coaches."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|mistral-small|Upcoach", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Upcoach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Framework-driven coaching and habit tracking."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|mistral-small|Delenta", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Delenta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Group programs and teams."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|mistral-small|Paperbell", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Simple 1:1 and group coaching delivery."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|mistral-small|Satori", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Satori", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for: Lean solo coaches with live sessions."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|mistral-small|CoachVantage", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best for: Streamlined solo coaching."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|mistral-small|Simplero", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simplero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Kajabi and Simplero are all-in-one platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|mistral-small|Mighty Networks", "prompt": "c185-m3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Mighty Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Skool and Mighty Networks excel at building communities"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|moonshot-small|BetterUp", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need the biggest research-backed network? → **BetterUp**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|moonshot-small|CoachHub", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Need global scale in 50+ countries? → **CoachHub**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|moonshot-small|Torch", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need coaching + mentoring + AI practice tied to leadership strategy? → **Torch**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|moonshot-small|EZRA", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unlimited coaching at scale | Mobile-first, unlimited 1:1 sessions"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|moonshot-small|Sounding Board", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Sounding Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Senior leadership & executives | Leadership cohort programs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|moonshot-small|Coachello", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need Teams/Slack integration? → **Coachello**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|moonshot-small|Paperbell", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Just starting and want simplicity? → **Paperbell**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|moonshot-small|CoachAccountable", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Need rigorous client accountability & tracking? → **CoachAccountable**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|moonshot-small|Kajabi", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Selling courses + coaching together? → **Kajabi** or **Thinkific**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|moonshot-small|Thinkific", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Selling courses + coaching together? → **Kajabi** or **Thinkific**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|moonshot-small|Upcoach", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Upcoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Coaching groups/cohorts with habit tracking? → **Upcoach**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|moonshot-small|Practice / CoachVantage", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Practice / CoachVantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Design-focused solo coaches | Modern UI, streamlined scheduling + billing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|moonshot-small|Delenta", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Delenta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Budget-conscious all-in-one need | Client portal, ICF tracking, courses, payments"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|moonshot-small|Mighty Networks", "prompt": "c185-m3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Mighty Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Kajabi, Thinkific, or Mighty Networks** are stronger than pure scheduling tools"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|openai-small|Paperbell", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best if you want a **simple all-in-one setup**... Want **everything in one place** and you're a solo coach? → **Paperbell**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|openai-small|CoachAccountable", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Better for **structured coaching delivery** and accountability workflows."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|openai-small|Simply.Coach", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for **methodology-heavy, compliance-sensitive, or multi-stage coaching programs**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|openai-small|Calendly", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Calendly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for **scheduling-first** use cases... but it doesn't give you the broader coaching business stack"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|openai-small|Acuity Scheduling / Squarespace Scheduling", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Acuity Scheduling / Squarespace Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for **booking plus paid sessions/packages**... more scheduling-centric than coaching-centric."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|openai-small|HoneyBook", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "HoneyBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good for **client onboarding and business admin**... not as coaching-specific"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|openai-small|Dubsado", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Dubsado", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for **customized workflows and forms** if you don't mind setup time."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|openai-small|Kajabi", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "can be overkill if you just want coaching operations"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|openai-small|Practice.do", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Practice.do", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "no longer active options; both shut down in late 2025"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|openai-small|Profi", "prompt": "c185-m3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Profi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "no longer active options; both shut down in late 2025"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|xai-small|Paperbell", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Easiest for beginners/new coaches focused on sales & booking."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|xai-small|CoachAccountable", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deepest for \"work between sessions\" (e.g., action items, engagement reports)."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|xai-small|Practice", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Practice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong client management & HIPAA compliance for wellness coaches."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|xai-small|Thinkific", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Course-heavy; great if you sell digital products alongside coaching."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|xai-small|Mighty Networks", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Mighty Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notables: Mighty Networks/Circle (community/group coaching, $89/mo+)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|xai-small|Circle", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notables: Mighty Networks/Circle (community/group coaching, $89/mo+)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|xai-small|Teachable", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Teachable (budget courses, $39/mo)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|xai-small|Trainerize", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Trainerize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Trainerize/TrueCoach (fitness-specific workouts, $10-20/mo)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|xai-small|TrueCoach", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "TrueCoach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Trainerize/TrueCoach (fitness-specific workouts, $10-20/mo)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|xai-small|BetterUp", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Broadest research/tools; hybrid human-AI. High ratings (4.5-4.6/5 G2). Best for large-scale change."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|xai-small|CoachHub", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Strongest international coverage (esp. EMEA); enterprise management focus."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|xai-small|EZRA", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EZRA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Fastest setup; simple for leaders. Good for focused 1:1."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|xai-small|Exec.com", "prompt": "c185-m3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Ties coaching to real outcomes (e.g., convo analysis); highest ratings (4.9/5)."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|zai-small|Thinkific", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Course-led coach** | Thinkific or Kajabi"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|zai-small|Kajabi", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Course-led coach** | Thinkific or Kajabi"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|zai-small|Delenta", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Delenta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Delenta (all-in-one) ... CoachVantage/Delenta (low-cost)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|zai-small|Paperbell", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Solo life/business coach** | Paperbell, CoachVantage, or Simply.Coach"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|zai-small|CoachVantage", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Solo life/business coach** | Paperbell, CoachVantage, or Simply.Coach"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|zai-small|Simply.Coach", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Budget-conscious** | Simply.Coach (free for 1 client)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|zai-small|Skool", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Skool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Group/community coach** | Skool or Circle.so"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|zai-small|Circle.so", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle.so", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Group/community coach** | Skool or Circle.so"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|zai-small|Mighty Networks", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Mighty Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Mighty Networks** | Ease of use & community"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|zai-small|Trainerize", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Trainerize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Fitness/PT coach** | Trainerize"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|zai-small|Practice", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Practice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Practice** | 1:1 client management"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|zai-small|Acuity Scheduling", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Acuity Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Need simple scheduling** | Acuity Scheduling"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|zai-small|CoachAccountable", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Want deep progress tracking** | CoachAccountable"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|zai-small|BetterUp", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Enterprise/L&D organization** | CoachHub or BetterUp"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m3|zai-small|CoachHub", "prompt": "c185-m3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Enterprise/L&D organization** | CoachHub or BetterUp"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|alibaba-small|Imperative", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Imperative", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Imperative** (~$9–12/user/month) - **Best for:** Skill development & training-focused organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|alibaba-small|EZRA Coaching (Edge Program)", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA Coaching (Edge Program)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Need 1:1 coaching specifically** | **EZRA** or **CoachHub** (pay-per-session)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|alibaba-small|Chronus Mentoring", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Chronus Mentoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**50+ employees, building internal culture** | **Chronus Ignite** (~$15K/year for 300 users)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|alibaba-small|TalentLMS", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Limitation:** Not a dedicated coaching platform; more of an LMS"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|alibaba-small|Gusto + Employee Development Add-ons", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Gusto + Employee Development Add-ons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Startups and small businesses (<50 employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|alibaba-small|Circle.so", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Circle.so", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Slack channels + Circle.so (community) | $20–40/month"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|alibaba-small|CoachHub", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**EZRA** or **CoachHub** (pay-per-session)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|alibaba-small|BetterUp", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CoachHub or BetterUp (pay-as-you-go sessions) | $100–200/session"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|alibaba-small|Growthspace", "prompt": "c185-m4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Most coaching platforms (EZRA, Chronus, Growthspace) require custom quotes."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|anthropic-small|Bravely", "prompt": "c185-m4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Bravely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bravely** appears to be the most widely recommended option"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|anthropic-small|Together", "prompt": "c185-m4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Together** offers good value for those needing a full enterprise platform without the premium pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|anthropic-small|Tovuti", "prompt": "c185-m4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Tovuti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers a Lite Starter Plan with limited features starting at $199/month for up to 50 users"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|anthropic-small|Satori", "prompt": "c185-m4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Satori", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Satori is more suited for individual coaches rather than enterprise employee coaching programs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|anthropic-small|BetterUp", "prompt": "c185-m4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically cost $300–$1,000+ per employee/year, which may be out of reach for budget-constrained companies"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|anthropic-small|CoachHub", "prompt": "c185-m4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "typically cost $300–$1,000+ per employee/year, which may be out of reach for budget-constrained companies"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|challenger-small|Bravely", "prompt": "c185-m4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Bravely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Bravely** if you want affordable coaching for many employees"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|challenger-small|Imperative", "prompt": "c185-m4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Imperative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Imperative** if peer coaching is acceptable as a lower-cost model"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|challenger-small|Peoplebox", "prompt": "c185-m4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Peoplebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Peoplebox** is the clearest \"best overall\" pick for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|challenger-small|Betterworks", "prompt": "c185-m4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "but it is less clearly positioned as the budget-first choice"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|challenger-small|BetterUp", "prompt": "c185-m4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Best if you want richer enterprise coaching and have more budget"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|challenger-small|CoachHub", "prompt": "c185-m4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Best if you want richer enterprise coaching and have more budget"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|deepseek-small|Rocky.ai", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Rocky.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top overall pick for a limited-budget company:** **Rocky.ai** for AI-driven daily coaching at the lowest cost per user"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|deepseek-small|Risely", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often cited alongside Rocky as one of only two viable options at a low price point"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|deepseek-small|Bravely", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Bravely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Bravely** if you prefer real human coaches delivered on demand without a big annual commitment"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|deepseek-small|CoachAccountable", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Quenza** or **CoachAccountable** (very inexpensive all-in-one tools)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|deepseek-small|Quenza", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Quenza", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Quenza** (~$25/month) is the cheapest full-featured platform"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|deepseek-small|CoachLogix", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachLogix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "the 2025\\u20132026 consensus picks are: CoachAccountable, Quenza, CoachLogix"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|deepseek-small|Mesh.ai", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Mesh.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid on a Tight Budget - **Mesh.ai** ... $6,000/year minimum contract, which prices out small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|deepseek-small|BetterUp", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enterprise-grade coaching platforms that typically run $250\\u2013$1,000+ per employee/year. Not budget-friendly."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|deepseek-small|CoachHub", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Enterprise-grade coaching platforms ... Not budget-friendly."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|deepseek-small|EZRA", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Enterprise-grade coaching platforms ... Not budget-friendly."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|deepseek-small|Marlee", "prompt": "c185-m4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Marlee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Small team (10\\u2013200) wanting broad access:** **Marlee** (has a free tier)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|google-small|BetterUp", "prompt": "c185-m4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you have to pivot away from traditional, human-only executive coaching platforms (like BetterUp or CoachHub), which typically cost $300 to $1,000+ per user annually"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|google-small|CoachHub", "prompt": "c185-m4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "pivot away from traditional, human-only executive coaching platforms (like BetterUp or CoachHub)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|google-small|Together", "prompt": "c185-m4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Together", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "your best option is to leverage the talent you already have. **Together** is a leading mentorship and internal coaching platform"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|google-small|Valence", "prompt": "c185-m4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Scalable, AI-Driven Coaching: **Valence** or **Coachello**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|google-small|Coachello", "prompt": "c185-m4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Coachello offers a highly cost-effective hybrid model"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|google-small|Lattice", "prompt": "c185-m4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Manager-Led Coaching: **Lattice** or **15Five**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|google-small|15Five", "prompt": "c185-m4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Lattice** or **15Five**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|meta-small|Boon", "prompt": "c185-m4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one that offers usage-based or credit-based pricing, such as Boon or Exec.com"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|meta-small|Exec.com", "prompt": "c185-m4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Exec.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as Boon or Exec.com"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|meta-small|Risely", "prompt": "c185-m4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Risely, Rocky.ai, Imperative, and Bravely"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|meta-small|Rocky.ai", "prompt": "c185-m4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Rocky.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Risely, Rocky.ai, Imperative, and Bravely"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|meta-small|Imperative", "prompt": "c185-m4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Imperative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Risely, Rocky.ai, Imperative, and Bravely"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|meta-small|Bravely", "prompt": "c185-m4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Bravely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other options to consider are Risely, Rocky.ai, Imperative, and Bravely"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|minimax-small|Boon", "prompt": "c185-m4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boon** (Best Overall for Small Businesses)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|minimax-small|Risely", "prompt": "c185-m4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Around $50–200 per seat/year - **Best for**: Small teams and manager development"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|minimax-small|Coachello", "prompt": "c185-m4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Companies already using Slack or Microsoft Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|minimax-small|Valence", "prompt": "c185-m4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Organizations wanting AI-first coaching at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|minimax-small|BetterUp", "prompt": "c185-m4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Platforms to Avoid for Tight Budgets - **BetterUp**: $500–$2,000+/seat/year (enterprise-level)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|minimax-small|CoachHub", "prompt": "c185-m4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Platforms to Avoid for Tight Budgets - **CoachHub**: $200–$800/seat/year (mid-market)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|mistral-small|Risely", "prompt": "c185-m4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rocky.ai** and **Risely** are top choices"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|mistral-small|Rocky.ai", "prompt": "c185-m4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Rocky.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rocky.ai** and **Risely** are top choices"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|mistral-small|Delenta", "prompt": "c185-m4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Delenta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Delenta** and **GoSkills** are excellent for teams needing a free or very low-cost starting point"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|mistral-small|GoSkills", "prompt": "c185-m4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a genuinely free-forever plan with unlimited learners, which is rare in this space"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|mistral-small|TalentLMS", "prompt": "c185-m4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Provides a free forever tier (with some limitations) and is suitable for testing the platform"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|moonshot-small|Risely", "prompt": "c185-m4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Risely** – Best for AI-Powered Coaching ... **Risely's** AI-only approach gives you unlimited coaching access at a fraction of traditional coaching costs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|moonshot-small|Boon", "prompt": "c185-m4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Under 50 employees:** Start with **Boon** or **Risely** (both have free trials)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|moonshot-small|CoachVantage", "prompt": "c185-m4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachVantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Small coaching/consulting business:** **CoachVantage** offers the most predictable flat-rate pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|openai-small|Simply.Coach", "prompt": "c185-m4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Simply.Coach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Simply.Coach** looks like the best fit among the options I found because it has the **lowest clearly published starting price** for a true coaching platform"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|openai-small|StaffCircle", "prompt": "c185-m4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "StaffCircle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cheapest reported starting price, but broader performance-management focus"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|openai-small|Strove", "prompt": "c185-m4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Strove", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "starts at **$8**, but it appears more focused on employee wellbeing/engagement than coaching alone"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|xai-small|GoSkills", "prompt": "c185-m4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: **GoSkills** ... genuine free-forever plan for unlimited learners"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|xai-small|TalentLMS", "prompt": "c185-m4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong free alternative: TalentLMS"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|xai-small|Connecteam", "prompt": "c185-m4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other affordable options: | **Connecteam** | Yes (small teams) | $29/month"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|xai-small|360Learning", "prompt": "c185-m4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **360Learning** | 14-day trial | $8/user/month | Collaborative peer coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|xai-small|Moodle", "prompt": "c185-m4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Moodle** | Fully free (self-hosted) | N/A (cloud paid)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|xai-small|CoachHub", "prompt": "c185-m4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may need pricier tools like CoachHub, not budget-friendly"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|360Learning Team Plan", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "360Learning Team Plan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: 360Learning Team Plan"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|TalentLMS", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Smallest team (≤5 users): TalentLMS (free plan)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|Risely", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-driven micro-coaching: Risely ($59–$80/user/month with 14-day trial)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|Bravely", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Bravely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but expect to pay more per user"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|Boon", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Usage-based flexibility: Boon or Bravely (pay per session, but higher total cost)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|Mesh", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Mesh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Typically higher (often mid-market+)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|Trakstar", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Trakstar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Typically higher (often mid-market+)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|CoachHub", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Typically higher (often mid-market+)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|Spoke", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Spoke", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Typically higher (often mid-market+)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|Waggle", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Waggle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Typically higher (often mid-market+)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|Google Classroom", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Google Classroom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Zero cost with simple setup: Google Classroom or Moodle"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|Moodle", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Moodle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Moodle – Open-source, no subscription cost (requires hosting)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|Teamazing AI Coaching", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Teamazing AI Coaching", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Permanent free tier for solo coaches and 5-person teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|Bunch.ai", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Bunch.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "6 AI coaching tools with real free tiers"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|Marlee", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Marlee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "6 AI coaching tools with real free tiers"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|Prentus", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Prentus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "6 AI coaching tools with real free tiers"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|VirtualSpeech", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "VirtualSpeech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "6 AI coaching tools with real free tiers"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|Coach by CareerVillage", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Coach by CareerVillage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "6 AI coaching tools with real free tiers"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m4|zai-small|Google Gemini", "prompt": "c185-m4", "model": "zai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Google Gemini", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "6 AI coaching tools with real free tiers"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|alibaba-small|BetterUp", "prompt": "c185-m5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "*External Matchmaking:* The platform connects you to professional third-party coaches (e.g., BetterUp, Deel)."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|alibaba-small|Deel", "prompt": "c185-m5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "connects you to professional third-party coaches (e.g., BetterUp, Deel)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|alibaba-small|Lessann", "prompt": "c185-m5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Lessann", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "trains them to coach others (e.g., Lessann, Unily)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|alibaba-small|Unily", "prompt": "c185-m5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Unily", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "trains them to coach others (e.g., Lessann, Unily)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|deepseek-small|Growthspace", "prompt": "c185-m5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A few vendors frequently referenced for the 50\\u20131,000 employee range include **Growthspace, Exec.com, Torch, and CoachHub**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|deepseek-small|Exec.com", "prompt": "c185-m5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "frequently referenced for the 50\\u20131,000 employee range include **Growthspace, Exec.com, Torch, and CoachHub**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|deepseek-small|Torch", "prompt": "c185-m5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include **Growthspace, Exec.com, Torch, and CoachHub**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|deepseek-small|CoachHub", "prompt": "c185-m5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include **Growthspace, Exec.com, Torch, and CoachHub**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|deepseek-small|BetterUp", "prompt": "c185-m5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "(with BetterUp more for 1,000+)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|google-small|EZRA", "prompt": "c185-m5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "*EZRA* (backed by LHH, offers clean mobile interfaces and unlimited session pricing)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|google-small|BetterUp", "prompt": "c185-m5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "*BetterUp* and *CoachHub*. They have massive global networks of coaches"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|google-small|Boon Health", "prompt": "c185-m5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Boon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Boon Health* (excellent for combining professional coaching with mental well-being and resilience)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|google-small|Growthspace", "prompt": "c185-m5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Growthspace* (highly rated for matching specific skills to specific coaches)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|google-small|CoachHub", "prompt": "c185-m5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The Premium Giants ... *BetterUp* and *CoachHub*"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|google-small|Cloverleaf", "prompt": "c185-m5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Cloverleaf", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "*Cloverleaf* (coaches the relationships between team members by integrating assessment data into Slack/Teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|google-small|Coachello", "prompt": "c185-m5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "*Coachello* or *Exec* (blends human coaching with AI roleplay/simulations"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|google-small|Exec", "prompt": "c185-m5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Exec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "*Coachello* or *Exec* (blends human coaching with AI roleplay/simulations"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|moonshot-small|Growthspace", "prompt": "c185-m5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Platforms specifically designed for **50-1,000 employee organizations** (e.g., Growthspace, Exec.com, Torch, CoachHub)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|moonshot-small|Exec.com", "prompt": "c185-m5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Growthspace, Exec.com, Torch, CoachHub"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|moonshot-small|Torch", "prompt": "c185-m5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Growthspace, Exec.com, Torch, CoachHub"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|moonshot-small|CoachHub", "prompt": "c185-m5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Growthspace, Exec.com, Torch, CoachHub"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|moonshot-small|BetterUp", "prompt": "c185-m5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid enterprise-only platforms (BetterUp) unless you have enterprise-level budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|xai-small|BetterUp", "prompt": "c185-m5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BetterUp (4.5/5 G2, largest network)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|xai-small|Boon", "prompt": "c185-m5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist 3-5 (e.g., BetterUp, Boon, Leapsome)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|xai-small|Leapsome", "prompt": "c185-m5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leapsome ($8/user)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|xai-small|Risely", "prompt": "c185-m5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Risely public pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|xai-small|Exec.com", "prompt": "c185-m5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Exec.com (4.9/5 G2)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|xai-small|EZRA", "prompt": "c185-m5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "EZRA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "BetterUp/EZRA (~$200-500/user/mo enterprise); more affordable like Peoplebox or Trakstar"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|xai-small|Peoplebox", "prompt": "c185-m5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Peoplebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "more affordable like Peoplebox or Trakstar for structured coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|xai-small|Trakstar", "prompt": "c185-m5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Trakstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "more affordable like Peoplebox or Trakstar for structured coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|xai-small|Torch", "prompt": "c185-m5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "BetterUp (4.5/5 G2, largest network), Torch"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|xai-small|Coachello", "prompt": "c185-m5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Boon (4.8/5), Coachello, Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|xai-small|Betterworks", "prompt": "c185-m5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Betterworks (9.4/10), Peoplebox"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m5|xai-small|Valence", "prompt": "c185-m5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Valence (Nadia AI)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|alibaba-small|iPEC", "prompt": "c185-m6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "iPEC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Stick to major university extensions or established organizations like **iPEC**, **Co-Active Training Institute**, or **Newfield Network**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|alibaba-small|Co-Active Training Institute", "prompt": "c185-m6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Co-Active Training Institute", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "established organizations like **iPEC**, **Co-Active Training Institute**, or **Newfield Network**, though even these should be evaluated on your personal budget constraints"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|alibaba-small|Newfield Network", "prompt": "c185-m6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Newfield Network", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "established organizations like **iPEC**, **Co-Active Training Institute**, or **Newfield Network**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|challenger-small|Profi", "prompt": "c185-m6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Profi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "listed as having **shut down on December 31, 2025**, so it is not a safe choice for new adoption"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|challenger-small|Coaches Console", "prompt": "c185-m6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaches Console", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "flagged for an **outdated interface** and weak value relative to newer alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|challenger-small|Coaching Lobby", "prompt": "c185-m6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching Lobby", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "described as having **minimal innovation** and sparse updates, which can signal stagnation"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|deepseek-small|Coach.me / TheCoachMe.com", "prompt": "c185-m6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coach.me / TheCoachMe.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be very cautious with any subscription tied to these names."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|deepseek-small|The Life Coach School", "prompt": "c185-m6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "The Life Coach School", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "A former student reports paying $18,000 for training and calling it \"a scam.\""}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|deepseek-small|Coacheroes", "prompt": "c185-m6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coacheroes", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Trustpilot reviewers allege fake reviews, identities being changed/re-created, no verifiable address"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|deepseek-small|Teachme.to", "prompt": "c185-m6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Teachme.to", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "accidentally signed into a recurring subscription months after their lessons ended, with charges continuing without service"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|deepseek-small|Practice.do", "prompt": "c185-m6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Practice.do", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "No clear migration path (a common reason people leave — e.g., the Practice.do shutdown)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|deepseek-small|Noomii", "prompt": "c185-m6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Noomii", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Noomii takes ~30% on Pro"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|deepseek-small|Fiverr", "prompt": "c185-m6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Fiverr takes 20% forever. Compare against flat-fee options."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|google-small|Bark.com", "prompt": "c185-m6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Bark.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You should be highly cautious of: Bark.com: Bark is widely criticized by coaches... a massive percentage of these leads are fake"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|google-small|Coaching.com", "prompt": "c185-m6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Coaching.com receives frequent criticism from independent coaches on software review sites... charges a commission (up to 5%) on your client transactions"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|google-small|MyPTHub", "prompt": "c185-m6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "MyPTHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Feature-Bloated Legacy Apps (e.g., MyPTHub, TrainHeroic): ... be wary of legacy apps that require expensive add-ons"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|google-small|TrainHeroic", "prompt": "c185-m6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "TrainHeroic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Feature-Bloated Legacy Apps (e.g., MyPTHub, TrainHeroic): ... be wary of legacy apps"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|google-small|CoachAccountable", "prompt": "c185-m6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Many coaches find that a simpler, clean platform (such as CoachAccountable or Trainerize) prevents \"portal fatigue\""}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|google-small|Trainerize", "prompt": "c185-m6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Trainerize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a simpler, clean platform (such as CoachAccountable or Trainerize) prevents \"portal fatigue\""}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|google-small|BetterUp", "prompt": "c185-m6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "proceed with caution on: BetterUp... it has faced significant backlash from both clients and coaches"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|meta-small|Spook Luke's GCR/Grand Champ Road Map", "prompt": "c185-m6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Spook Luke's GCR/Grand Champ Road Map", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "described as an \"expensive scam\""}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|meta-small|Profi", "prompt": "c185-m6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Profi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "which shut down on December 31, 2025, following an acquisition"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|meta-small|Coaches Console", "prompt": "c185-m6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaches Console", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "described as having an outdated interface and being overpriced compared to modern alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|meta-small|Coaching Lobby", "prompt": "c185-m6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching Lobby", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "described as having minimal innovation"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|mistral-small|Profi", "prompt": "c185-m6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Profi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This platform shut down completely on December 31, 2025, after an acquisition."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|mistral-small|Coaches Console", "prompt": "c185-m6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaches Console", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Criticized for an outdated user interface and high pricing ($197–$297/month), making it poor value compared to modern alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|mistral-small|Coaching Lobby", "prompt": "c185-m6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching Lobby", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Removed from consideration due to minimal innovation and lack of competitive features"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|moonshot-small|Coach.me", "prompt": "c185-m6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coach.me", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Rated \"Poor\" (1.9/5) on Trustpilot - Complaints about payment processing issues"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|moonshot-small|Teachable", "prompt": "c185-m6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Teachable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Customer service complaints regarding slow response times - Technical glitches and lack of accessible human support"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|moonshot-small|Unacademy", "prompt": "c185-m6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Unacademy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Frequent refund delays and disputed refund policies"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|moonshot-small|TrueCoach", "prompt": "c185-m6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "TrueCoach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Repeated outages and extended downtime disrupting business operations"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|xai-small|BetterUp", "prompt": "c185-m6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "No specific major coaching platforms (like BetterUp, CoachAccountable, or Noom) stand out as universally \"avoid\""}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|xai-small|CoachAccountable", "prompt": "c185-m6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachAccountable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "No specific major coaching platforms (like BetterUp, CoachAccountable, or Noom) stand out as universally \"avoid\""}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|xai-small|Noom", "prompt": "c185-m6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Noom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "No specific major coaching platforms (like BetterUp, CoachAccountable, or Noom) stand out as universally \"avoid\""}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|xai-small|coach.me", "prompt": "c185-m6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "coach.me", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Coach.me / Thecoachme.com**: Frequent unauthorized billing scams; users report charges without subscription (Trustpilot ~1.8/5)."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|xai-small|Riseguide.com", "prompt": "c185-m6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Riseguide.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Riseguide.com has 25+ complaints"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|xai-small|Resume Coach", "prompt": "c185-m6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Resume Coach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Resume Coach has 10+"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|xai-small|Thinkific", "prompt": "c185-m6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Thinkific", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Reputable alternatives often include ICF-accredited coaches or platforms like Thinkific/Teachable for courses."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|xai-small|Teachable", "prompt": "c185-m6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Teachable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Reputable alternatives often include ICF-accredited coaches or platforms like Thinkific/Teachable for courses."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|zai-small|coach.me", "prompt": "c185-m6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "coach.me", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or be highly cautious about: coach.me and the rogue domain thecoachme.com (unauthorized charges)."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|zai-small|LifeCoach.com", "prompt": "c185-m6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "LifeCoach.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "LifeCoach.com (poor ratings, cancellation issues)."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|zai-small|thecoachme.com", "prompt": "c185-m6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "thecoachme.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Appears to be a rogue domain mimicking a legitimate platform; multiple reports of unauthorized charges"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|zai-small|The Life Coach School", "prompt": "c185-m6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "The Life Coach School", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "The Life Coach School (aggressive upselling, limited transparency)."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|zai-small|Profi.io", "prompt": "c185-m6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Profi.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Steer clear of platforms that have shut down: Profi.io, Practice.do, QuickCoach, and Nudge Coach."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|zai-small|CoachAccountable", "prompt": "c185-m6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Many had to migrate to alternatives such as CoachAccountable, UpCoach, or Coaching Loft."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|zai-small|UpCoach", "prompt": "c185-m6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "UpCoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "migrate to alternatives such as CoachAccountable, UpCoach, or Coaching Loft"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|zai-small|Coaching Loft", "prompt": "c185-m6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching Loft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "migrate to alternatives such as CoachAccountable, UpCoach, or Coaching Loft"}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|zai-small|Practice.do", "prompt": "c185-m6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Practice.do", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Steer clear of platforms that have shut down: Profi.io, Practice.do, QuickCoach, and Nudge Coach."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|zai-small|QuickCoach", "prompt": "c185-m6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "QuickCoach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Steer clear of platforms that have shut down: Profi.io, Practice.do, QuickCoach, and Nudge Coach."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|zai-small|FitPros", "prompt": "c185-m6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "FitPros", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Many turned to FitPros or Google Sheets as ad-hoc alternatives."}, {"id": "mai-20260918-0021-calibration_b-2|c185-m6|zai-small|Nudge Coach", "prompt": "c185-m6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Nudge Coach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Steer clear of platforms that have shut down: Profi.io, Practice.do, QuickCoach, and Nudge Coach."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|alibaba-small|Boon", "prompt": "c185-s1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boon** is widely considered the best option for small-to-mid-sized businesses right now"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|alibaba-small|BetterUp", "prompt": "c185-s1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike enterprise platforms like BetterUp (which charge $500–$2,000 per seat)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|alibaba-small|Peoplebox", "prompt": "c185-s1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Peoplebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Peoplebox** is the industry standard"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|alibaba-small|Risley", "prompt": "c185-s1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often recommended alongside Boon as an affordable, AI-enhanced platform for employee growth programs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|alibaba-small|Growthspace", "prompt": "c185-s1", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Growthspace offers a bridge between simple tools and heavy enterprise systems"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|anthropic-small|Simply.Coach", "prompt": "c185-s1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Simply.Coach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Budget-Conscious Small Companies\n\n\nSimply.Coach offers plans starting at $9/month for solo coaches"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|anthropic-small|Valence", "prompt": "c185-s1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Valence offers an AI-first coaching platform ... This could be ideal if you want to offer coaching to all managers without a large budget."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|anthropic-small|Growthspace", "prompt": "c185-s1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Measurable Results ... every sprint is tied to a business KPI with manager feedback and progress tracking"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|anthropic-small|Coachello", "prompt": "c185-s1", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Coachello is an AI + human hybrid platform that's Teams/Slack native"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|challenger-small|Boon", "prompt": "c185-s1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boon** is the strongest recommendation for under-100-employee companies"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|challenger-small|Risely", "prompt": "c185-s1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best fit is usually **Boon** or **Risely**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|challenger-small|CoachHub", "prompt": "c185-s1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Strong platform, but better suited to larger scale and higher budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|challenger-small|BetterUp", "prompt": "c185-s1", "model": "challenger-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Powerful, but typically too expensive/heavy for a small company"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|deepseek-small|Boon", "prompt": "c185-s1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company, **Boon** is typically the best all-around pick (affordable, usage-based, human + AI hybrid)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|deepseek-small|Risely", "prompt": "c185-s1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Risely** as the strongest budget AI-first alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|deepseek-small|Together", "prompt": "c185-s1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already have mentors/coaches"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|deepseek-small|Growthspace", "prompt": "c185-s1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "50\\u2013500 employees, need strong ROI | **Growthspace** or **Exec.com**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|deepseek-small|Exec.com", "prompt": "c185-s1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "50\\u2013500 employees, need strong ROI | **Growthspace** or **Exec.com**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|deepseek-small|CoachHub", "prompt": "c185-s1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise platforms (BetterUp ~$500\\u2013$2,000+/seat/yr, CoachHub ~$200\\u2013$800/seat/yr) are usually overkill and overpriced for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|deepseek-small|BetterUp", "prompt": "c185-s1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise platforms (BetterUp ~$500\\u2013$2,000+/seat/yr...) are usually overkill and overpriced for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|deepseek-small|MySalesCoach", "prompt": "c185-s1", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "direct", "raw": "MySalesCoach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "your reps may need *sales* coaching specifically (tools like MySalesCoach focus on that)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|google-small|BetterUp", "prompt": "c185-s1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional enterprise giants like BetterUp, CoachHub, or EZRA are often out of reach because they typically require large minimum-seat commitments"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|google-small|CoachHub", "prompt": "c185-s1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional enterprise giants like BetterUp, CoachHub, or EZRA are often out of reach"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|google-small|EZRA", "prompt": "c185-s1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "EZRA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Traditional enterprise giants like BetterUp, CoachHub, or EZRA are often out of reach"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|google-small|Boon Health", "prompt": "c185-s1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon Health", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "1. Boon Health: Best for Budget Flexibility (Usage-Based Pricing)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|google-small|Coachello", "prompt": "c185-s1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Coachello if you want a hands-off rollout that lives inside Slack or Teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|google-small|Growthspace", "prompt": "c185-s1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Growthspace if you need to tackle specific skill gaps quickly"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|google-small|Risely", "prompt": "c185-s1", "model": "google-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Risely if you have a limited L&D budget"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|meta-small|Boon", "prompt": "c185-s1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Boon is particularly recommended for small companies and teams, with a pricing range of $50–$150/seat/year."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|meta-small|Risely", "prompt": "c185-s1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The best employee coaching platform for a small B2B company is Boon, Risely, Coachello, or Valence"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|meta-small|Coachello", "prompt": "c185-s1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Boon, Risely, Coachello, or Valence, as they offer accessible pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|meta-small|Valence", "prompt": "c185-s1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Boon, Risely, Coachello, or Valence, as they offer accessible pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|meta-small|Peoplebox", "prompt": "c185-s1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Peoplebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options to consider are Peoplebox, CoachHub, and Growthspace."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|meta-small|CoachHub", "prompt": "c185-s1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options to consider are Peoplebox, CoachHub, and Growthspace."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|meta-small|Growthspace", "prompt": "c185-s1", "model": "meta-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other options to consider are Peoplebox, CoachHub, and Growthspace."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|minimax-small|Boon", "prompt": "c185-s1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Boon** or **Risely** due to their affordable pricing and focus on small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|minimax-small|Risely", "prompt": "c185-s1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Boon** or **Risely** due to their affordable pricing and focus on small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|minimax-small|Coachello", "prompt": "c185-s1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: SMBs under 100 employees - **Highlights**: Accessible pricing, AI-enhanced features"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|minimax-small|Peoplebox", "prompt": "c185-s1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Peoplebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pricing**: Competitive for SMBs ... **Ratings**: 9.3/10"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|minimax-small|Valence", "prompt": "c185-s1", "model": "minimax-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Small companies and teams - **Highlights**: AI-augmented coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|mistral-small|Boon", "prompt": "c185-s1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly rated for small companies and teams... making it a top choice for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|mistral-small|Risely", "prompt": "c185-s1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option for small businesses, offering AI-augmented coaching at a reasonable price point."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|mistral-small|Coachello", "prompt": "c185-s1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also recommended for small teams, with accessible pricing and good integrations."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|mistral-small|Valence", "prompt": "c185-s1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Also recommended for small teams, with accessible pricing and good integrations."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|mistral-small|Growthspace", "prompt": "c185-s1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Growthspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For larger or mid-market B2B companies, platforms like Growthspace and Exec.com may be worth considering as you scale."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|mistral-small|Exec.com", "prompt": "c185-s1", "model": "mistral-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For larger or mid-market B2B companies, platforms like Growthspace and Exec.com may be worth considering as you scale."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|moonshot-small|Boon", "prompt": "c185-s1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, I'd suggest starting with **Boon** or **CoachHub**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|moonshot-small|CoachHub", "prompt": "c185-s1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, I'd suggest starting with **Boon** or **CoachHub**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|moonshot-small|Peoplebox", "prompt": "c185-s1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Peoplebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Peoplebox** - Best for HR & Manager Coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|moonshot-small|Exec", "prompt": "c185-s1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Exec** - Best for AI-Powered Training"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|moonshot-small|Together", "prompt": "c185-s1", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Together", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More suited for slightly larger small businesses (50+ employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|openai-small|Cloverleaf", "prompt": "c185-s1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Cloverleaf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Cloverleaf**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|openai-small|Small Improvements", "prompt": "c185-s1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Small Improvements** is another strong fit for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|openai-small|Betterworks Team Edition", "prompt": "c185-s1", "model": "openai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Betterworks Team Edition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if budget is the main concern:** **Betterworks Team Edition**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|xai-small|BetterUp", "prompt": "c185-s1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "prioritize affordable, scalable options with low commitment pricing over enterprise-heavy ones like BetterUp or CoachHub, which start at $200–$2,000+/seat/year and suit larger teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|xai-small|CoachHub", "prompt": "c185-s1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "over enterprise-heavy ones like BetterUp or CoachHub, which start at $200–$2,000+/seat/year and suit larger teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|xai-small|Boon", "prompt": "c185-s1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Boon (Strongest for small-mid teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|xai-small|15Five", "prompt": "c185-s1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "15Five (Great for performance-focused coaching)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|xai-small|Risely", "prompt": "c185-s1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Risely: AI coach \"Merlin\" for teams under 100; public pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|xai-small|CoachAccountable", "prompt": "c185-s1", "model": "xai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "CoachAccountable: Structured accountability (~$20–50/month), worksheets/check-ins. Ideal for internal coaching."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|zai-small|Boon", "prompt": "c185-s1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best employee coaching platform for a small B2B company is **Boon** (or **Risely**)."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|zai-small|Risely", "prompt": "c185-s1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Boon or Risely are the top recommendations."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|zai-small|Exec.com", "prompt": "c185-s1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Exec.com** is another solid option for mid\\u2011market companies"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|zai-small|Coachello", "prompt": "c185-s1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For very small or lean teams, **Coachello** (Slack/Teams native) ... are low\\u2011friction choices."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s1|zai-small|Paperbell", "prompt": "c185-s1", "model": "zai-small", "cat": "coaching-platforms", "variant": "direct", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Paperbell** (simple scheduling and payments) are low\\u2011friction choices"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|alibaba-small|CoachHub", "prompt": "c185-s2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CoachHub is widely considered the leading enterprise coaching marketplace."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|alibaba-small|Noomii Corporate Directory", "prompt": "c185-s2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Noomii Corporate Directory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Noomii Corporate Directory (Best for Lead Generation)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|alibaba-small|BetterUp", "prompt": "c185-s2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BetterUp / Ezra (Best for Tech & Growth-Oriented Corporates)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|alibaba-small|Ezra", "prompt": "c185-s2", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Ezra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "These platforms operate similarly to CoachHub, functioning as managed marketplaces for corporate learning and development."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|challenger-small|Yo!Coach", "prompt": "c185-s2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Yo!Coach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Yo!Coach** if you want a true **digital coaching marketplace** you can brand and manage yourself"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|challenger-small|Thumbtack", "prompt": "c185-s2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Thumbtack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like **Thumbtack or Bark**, but those are broader lead-gen platforms rather than B2B coaching marketplaces"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|challenger-small|Bark", "prompt": "c185-s2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Bark", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like **Thumbtack or Bark**, but those are broader lead-gen platforms rather than B2B coaching marketplaces"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|challenger-small|Profi", "prompt": "c185-s2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Profi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for team or enterprise coaching delivery after you already have clients:** **Profi, Coaching.com, or Upcoach**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|challenger-small|Coaching.com", "prompt": "c185-s2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Coaching.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for team or enterprise coaching delivery after you already have clients:** **Profi, Coaching.com, or Upcoach**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|challenger-small|Upcoach", "prompt": "c185-s2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Upcoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for team or enterprise coaching delivery after you already have clients:** **Profi, Coaching.com, or Upcoach**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|challenger-small|Paperbell", "prompt": "c185-s2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for a simple solo coaching setup:** **Paperbell** or **CoachVantage**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|challenger-small|CoachVantage", "prompt": "c185-s2", "model": "challenger-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachVantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for a simple solo coaching setup:** **Paperbell** or **CoachVantage**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|deepseek-small|Exec.com", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Exec.com** (formerly Exec) as the top choice"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|deepseek-small|Growthspace", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Growthspace** \\u2014 Best if you want **skill-specific, short \"sprints\"**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|deepseek-small|Noomii", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Noomii", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Noomii** \\u2014 Best if you want a **true marketplace-style directory**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|deepseek-small|BetterUp", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid for a Small B2B Business - **BetterUp** and **CoachHub** \\u2014 These are excellent but priced for enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|deepseek-small|CoachHub", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Overkill (and over-budget) for most small B2B operations."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|deepseek-small|Yo!Coach", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Yo!Coach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "White-label platforms (Yo!Coach, Simply.Coach, etc.) \\u2014 ... Wrong direction for your question."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|deepseek-small|Simply.Coach", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Simply.Coach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "White-label platforms (Yo!Coach, Simply.Coach, etc.) \\u2014 ... Wrong direction for your question."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|deepseek-small|Boon", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "<50 employees, tight budget, want accessible AI-augmented coaching | **Boon** or **Risely**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|deepseek-small|Risely", "prompt": "c185-s2", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "<50 employees, tight budget, want accessible AI-augmented coaching | **Boon** or **Risely**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|google-small|GrowthMentor", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "GrowthMentor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GrowthMentor (Best for B2B Growth, SaaS, and Marketing)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|google-small|MySalesCoach", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "MySalesCoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "MySalesCoach is a highly specialized platform dedicated entirely to B2B sales coaching."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|google-small|MentorCruise", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "MentorCruise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MentorCruise (Best for Ongoing B2B Mentorship)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|google-small|BetterUp", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise coaching giants like BetterUp or CoachHub are excellent, they are usually cost-prohibitive and structurally over-engineered for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|google-small|CoachHub", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "usually cost-prohibitive and structurally over-engineered for small businesses with fewer than 50 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|google-small|Simply.Coach", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Simply.Coach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Simply.Coach (Best for Corporate & Multi-Coach B2B Sales)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|google-small|Paperbell", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Paperbell (Best for Solo B2B & Executive Coaches)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|google-small|Kajabi", "prompt": "c185-s2", "model": "google-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Kajabi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Kajabi (Best for Hybrid Coaching & Course Delivery)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|meta-small|CoachHub", "prompt": "c185-s2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend CoachHub as a digital coaching marketplace for small B2B businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|meta-small|Coaching.com", "prompt": "c185-s2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Coaching.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coaching.com offers a customizable marketplace solution that allows businesses to connect clients with coaches"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|meta-small|Elitecoachinghub", "prompt": "c185-s2", "model": "meta-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Elitecoachinghub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Elitecoachinghub also offers a marketplace feature that enables coaches to sell training programs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|minimax-small|Boon", "prompt": "c185-s2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Boon**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|minimax-small|Risely", "prompt": "c185-s2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other Strong Options | **Risely** | AI-augmented coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|minimax-small|MyB2BNetwork", "prompt": "c185-s2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "MyB2BNetwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MyB2BNetwork** | B2B service marketplace"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|minimax-small|Exec.com", "prompt": "c185-s2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Exec.com** | Growing companies (50-500)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|minimax-small|Growthspace", "prompt": "c185-s2", "model": "minimax-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Growthspace** | Mid-market teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|mistral-small|BetterUp", "prompt": "c185-s2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BetterUp** and **CoachHub** are the most recommended due to their strong B2B focus, scalability, and proven track records"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|mistral-small|CoachHub", "prompt": "c185-s2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BetterUp** and **CoachHub** are the most recommended due to their strong B2B focus"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|mistral-small|Boon", "prompt": "c185-s2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Boon** and **Growthspace** are also excellent choices"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|mistral-small|Growthspace", "prompt": "c185-s2", "model": "mistral-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Boon** and **Growthspace** are also excellent choices"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|moonshot-small|GrowthMentor", "prompt": "c185-s2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "GrowthMentor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **GrowthMentor**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|moonshot-small|Clarity.fm", "prompt": "c185-s2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Clarity.fm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you only need **one quick consultation**, Clarity.fm works well, but costs can escalate quickly"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|moonshot-small|MentorCruise", "prompt": "c185-s2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "MentorCruise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want one dedicated coach over several months"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|moonshot-small|ADPList", "prompt": "c185-s2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "ADPList", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-conscious option with 36,000+ mentors (though less B2B-specialized)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|moonshot-small|BetterUp", "prompt": "c185-s2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Platforms to Avoid for Small B2B: - **BetterUp** — Enterprise-focused ($500–$2,000+/seat/year), overkill for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|moonshot-small|CoachHub", "prompt": "c185-s2", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Platforms to Avoid for Small B2B: ... **CoachHub** — Mid-market to enterprise pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|openai-small|Growthspace", "prompt": "c185-s2", "model": "openai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Growthspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Growthspace** if your main goal is to deliver **measurable skill development or coaching to employees/clients at scale**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|openai-small|Torch", "prompt": "c185-s2", "model": "openai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Torch** is also a very strong option"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|xai-small|Clarity.fm", "prompt": "c185-s2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Clarity.fm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Clarity.fm as the top digital coaching marketplace."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|xai-small|Catalant", "prompt": "c185-s2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Catalant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for higher-end B2B consulting/coaching gigs (enterprise budgets)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|xai-small|CoachHub", "prompt": "c185-s2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-focused digital platform matching coaches to corporate programs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|xai-small|Upwork", "prompt": "c185-s2", "model": "xai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Upwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Broader freelance marketplace with strong B2B demand for coaches"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|zai-small|PrepLounge", "prompt": "c185-s2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "PrepLounge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **PrepLounge** *(Best for B2B consulting and business coaching)*"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|zai-small|CoachHub", "prompt": "c185-s2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Runner-Up: **CoachHub**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|zai-small|Simply.Coach", "prompt": "c185-s2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Simply.Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-Friendly Option: **Simply.Coach**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|zai-small|Circle.so", "prompt": "c185-s2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "Circle.so", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Circle.so** | Community + coaching | ~$89/month ... Not a marketplace; direct client model"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s2|zai-small|BetterUp", "prompt": "c185-s2", "model": "zai-small", "cat": "coaching-platforms", "variant": "paraphrase", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**BetterUp** | Large enterprise coaching | Per-seat/enterprise pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|alibaba-small|BetterUp", "prompt": "c185-s3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have a healthy budget ($1k+ per employee/year):** Go with **BetterUp**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|alibaba-small|CoachHub", "prompt": "c185-s3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CoachHub is laser-focused on business skills... this is the choice."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|alibaba-small|15Five", "prompt": "c185-s3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you have a tight budget (<$10 per employee/month):** Go with **15Five** or **Lattice**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|alibaba-small|Lattice", "prompt": "c185-s3", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with **15Five** or **Lattice**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|anthropic-small|Simply.Coach", "prompt": "c185-s3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "making it a good choice for independent coaches or small teams that want a lightweight solution"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|anthropic-small|CoachVantage", "prompt": "c185-s3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CoachVantage is well-suited for coaches managing multiple clients efficiently"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|anthropic-small|HoneyBook", "prompt": "c185-s3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "HoneyBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for solo coaches and small teams in the US and Canada running project-based client workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|anthropic-small|UpCoach", "prompt": "c185-s3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "UpCoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "perfect for tech-shy coaches who want to launch quickly and scale without added complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|anthropic-small|ABC Trainerize", "prompt": "c185-s3", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "ABC Trainerize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a platform specifically built for fitness coaches, personal trainers, and gym owners"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|challenger-small|Delenta", "prompt": "c185-s3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Delenta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Delenta** if you want the best balance of small-team coaching features."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|challenger-small|Coachful", "prompt": "c185-s3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Coachful** or **Simply.Coach** if you want a more complete team workspace."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|challenger-small|CoachAccountable", "prompt": "c185-s3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **CoachAccountable** if automation matters most."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|challenger-small|upcoach", "prompt": "c185-s3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "upcoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **upcoach** if you run cohorts or structured programs."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|challenger-small|Simply.Coach", "prompt": "c185-s3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Coachful** or **Simply.Coach** if you want a more complete team workspace."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|challenger-small|CoachVantage", "prompt": "c185-s3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Not as widely described in the results as Delenta or CoachAccountable, so feature depth is harder to compare directly"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|challenger-small|Paperbell", "prompt": "c185-s3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Paperbell** if you want the easiest setup."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|challenger-small|Profi", "prompt": "c185-s3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Profi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Built for teams and organizations with multiple coaches and client portals"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|challenger-small|CoachHub", "prompt": "c185-s3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "aimed at digital coaching ... at a much larger scale, so it is usually not the first choice for a small team"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|challenger-small|BetterUp", "prompt": "c185-s3", "model": "challenger-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "enterprise-first platforms like **CoachHub** and **BetterUp** are better suited to much larger organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|deepseek-small|BetterUp", "prompt": "c185-s3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Biggest coach network (5,000+), deepest behavioral-science research. Overkill for small teams."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|deepseek-small|CoachHub", "prompt": "c185-s3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "\"We have a few executives who need real human coaching\" → **CoachHub** (if European)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|deepseek-small|Ezra", "prompt": "c185-s3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Ezra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "App-first, part of LHH/Adecco; fastest roll-out, unlimited-session options."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|deepseek-small|Torch", "prompt": "c185-s3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Hybrid model pairing human coaches with AI practice tools."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|deepseek-small|15Five", "prompt": "c185-s3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "start with **15Five** (cheapest, manager-focused)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|deepseek-small|Lattice", "prompt": "c185-s3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "\"Performance reviews and comp are chaotic\" → **Lattice** or **Leapsome**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|deepseek-small|Leapsome", "prompt": "c185-s3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "European/OKR-driven teams | Berlin-based, GDPR-compliant"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|deepseek-small|Culture Amp", "prompt": "c185-s3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "\"We can't measure engagement/culture\" → **Culture Amp**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|deepseek-small|Peoplebox", "prompt": "c185-s3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Peoplebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Small teams wanting OKRs + engagement | Surveys, feedback, 1:1s, and manager resources in one lightweight tool."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|deepseek-small|Small Improvements", "prompt": "c185-s3", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "start with **15Five** (cheapest, manager-focused) or **Small Improvements** (lightweight)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|google-small|CoachAccountable", "prompt": "c185-s3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** Small teams where multiple coaches share clients or work part-time... you get unlimited coach and admin accounts on every plan.**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|google-small|Simply.Coach", "prompt": "c185-s3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simply.Coach is specifically built for B2B/corporate coaching businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|google-small|Paperbell", "prompt": "c185-s3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The simplest, admin-light system for client onboarding."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|google-small|Clarityflow", "prompt": "c185-s3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Clarityflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Async-first coaching for the modern workflow."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|google-small|BetterUp", "prompt": "c185-s3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "massive platforms like BetterUp or CoachHub often demand steep six-figure enterprise commitments and complex rollouts"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|google-small|CoachHub", "prompt": "c185-s3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "massive platforms like BetterUp or CoachHub often demand steep six-figure enterprise commitments and complex rollouts"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|google-small|Boon", "prompt": "c185-s3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "offer usage-based pricing models** that are highly approachable for smaller organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|google-small|Coachello", "prompt": "c185-s3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Coachello **lives entirely inside Slack and Microsoft Teams**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|google-small|Growthspace", "prompt": "c185-s3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Growthspace structures programs into **micro-sprints"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|google-small|Bravely", "prompt": "c185-s3", "model": "google-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Bravely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "On-demand, confidential coaching as a day-to-day employee benefit."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|meta-small|Circle", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some platforms, such as Circle and SimplyCoach, offer all-in-one solutions with community spaces, course delivery, live group calls, and AI-powered features."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|meta-small|Thinkific", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Others, like Thinkific and Teachable, focus on course creation and hosting."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|meta-small|Teachable", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Teachable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Others, like Thinkific and Teachable, focus on course creation and hosting."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|meta-small|Kajabi", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Kajabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top coaching platforms for a small team include Circle, Thinkific, Teachable, Kajabi"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|meta-small|SimplyCoach", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "SimplyCoach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some platforms, such as Circle and SimplyCoach, offer all-in-one solutions"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|meta-small|EzyCourse", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "EzyCourse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SimplyCoach, EzyCourse, Boon, Risely, Coachello, and Valence"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|meta-small|Boon", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Boon and Risely provide AI-augmented coaching at accessible price points"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|meta-small|Risely", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Boon and Risely provide AI-augmented coaching at accessible price points"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|meta-small|Coachello", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Coachello and Valence offer Slack/Teams native integrations and AI coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|meta-small|Valence", "prompt": "c185-s3", "model": "meta-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Coachello and Valence offer Slack/Teams native integrations and AI coaching, respectively."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|minimax-small|Delenta", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Delenta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team specifically, **Coachful** or **Delenta** tend to offer the best balance of multi-coach features, pricing, and integrated tools."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|minimax-small|SimplyCoach (Simply.Coach)", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "SimplyCoach (Simply.Coach)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for**: Small coaching firms and duo/trio partnerships needing multi-coach coordination"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|minimax-small|Coachful", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Coachful** or **Delenta** tend to offer the best balance of multi-coach features, pricing, and integrated tools"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|minimax-small|CoachAccountable", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **CoachAccountable** | Full workflow control | $20/month (per client) |"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|minimax-small|Paperbell", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Paperbell** | Simple setup | $39/month |"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|minimax-small|CoachVantage", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **CoachVantage** | Group coaching + invoicing | Professional Plan |"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|minimax-small|Circle", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Circle excels at community + course delivery"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|minimax-small|360Learning", "prompt": "c185-s3", "model": "minimax-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **360Learning** | Collaborative LMS with async practice | Varies |"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|mistral-small|Boon", "prompt": "c185-s3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Small companies and teams (under 100 employees)... **Scale:** ★★★★★"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|mistral-small|Risely", "prompt": "c185-s3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For AI-augmented coaching:** Boon and Risely stand out."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|mistral-small|Simply.Coach", "prompt": "c185-s3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Simply.Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For budget-conscious teams:** Simply.Coach and CoachVantage offer low-cost entry points."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|mistral-small|CoachVantage", "prompt": "c185-s3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachVantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Small businesses with tighter budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|mistral-small|Growthspace", "prompt": "c185-s3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For slightly larger small teams (50–100):** Growthspace or Exec.com may offer better scalability."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|mistral-small|Exec.com", "prompt": "c185-s3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Growthspace or Exec.com may offer better scalability."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|mistral-small|360Learning", "prompt": "c185-s3", "model": "mistral-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For collaborative learning + coaching:** 360Learning is a strong choice."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|moonshot-small|Risely", "prompt": "c185-s3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Risely** - **Best For**: Teams of 10-200 people; AI-native daily coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|moonshot-small|Boon", "prompt": "c185-s3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highest G2 rating (4.8/5) ... Best For: Small to mid-market teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|moonshot-small|Coachello", "prompt": "c185-s3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hybrid human/AI with strong integrations** | Coachello"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|moonshot-small|Rocky.ai", "prompt": "c185-s3", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Rocky.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most affordable option for basic AI coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|openai-small|Circle", "prompt": "c185-s3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Circle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for group coaching:** **Circle**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|openai-small|upcoach", "prompt": "c185-s3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "upcoach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for structured coaching programs:** **upcoach**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|openai-small|Delenta", "prompt": "c185-s3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Delenta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for team coaching operations:** **Delenta**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|openai-small|Paperbell", "prompt": "c185-s3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for simple 1:1 coaching:** **Paperbell**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|openai-small|Coach Accountable", "prompt": "c185-s3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coach Accountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Paperbell** or **Coach Accountable**. These are better when you don't need a big community layer."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|openai-small|Mighty Networks", "prompt": "c185-s3", "model": "openai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Mighty Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mighty Networks is also community-first and often used for group coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|xai-small|CoachAccountable", "prompt": "c185-s3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachAccountable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **CoachAccountable** if managing your own clients/coaches affordably"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|xai-small|Boon", "prompt": "c185-s3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Boon** for added coach matching/AI without seat waste"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|xai-small|CoachHub", "prompt": "c185-s3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "CoachHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pricier per seat but scalable; global/EMEA focus. Less for pure solo/small practice."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|xai-small|Satori", "prompt": "c185-s3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Satori", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small coaching businesses handling full client lifecycle"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|xai-small|HoneyBook", "prompt": "c185-s3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "HoneyBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Small teams prioritizing client workflows & admin"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|xai-small|BetterUp", "prompt": "c185-s3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-heavy options like BetterUp or Exec.com are less ideal due to higher costs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|xai-small|Exec.com", "prompt": "c185-s3", "model": "xai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Exec.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise-heavy options like BetterUp or Exec.com are less ideal due to higher costs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|zai-small|Risely", "prompt": "c185-s3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the lowest cost with always‑on support: Start with **Risely**. It’s affordable, integrates with your communication tools, and scales without per‑seat minimums."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|zai-small|Boon", "prompt": "c185-s3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Boon** is a strong choice, especially if you value a multi‑format system"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|zai-small|Coachello", "prompt": "c185-s3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coachello** (once pricing and features are confirmed) could be a good fit."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s3|zai-small|Growthspace", "prompt": "c185-s3", "model": "zai-small", "cat": "coaching-platforms", "variant": "comparative", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Growthspace** (once details are confirmed) is likely the right choice."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|alibaba-small|Boon", "prompt": "c185-s4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Choice: Boon ... Boon uses a usage-based pricing model. You do not pay for empty seats"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|alibaba-small|Risley", "prompt": "c185-s4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for AI-Driven Coaching: Risley ... positioned specifically for the SMB market and offers accessible price points"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|alibaba-small|EZRA", "prompt": "c185-s4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Unlimited Access: EZRA ... users get unlimited sessions for a flat rate"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|alibaba-small|BetterUp", "prompt": "c185-s4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid enterprise platforms like BetterUp or CoachHub at this stage."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|alibaba-small|CoachHub", "prompt": "c185-s4", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise platforms like BetterUp or CoachHub at this stage."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|anthropic-small|Simply.Coach", "prompt": "c185-s4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Simply.Coach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "starting with a simple, affordable platform like Simply.Coach or exploring AI-powered options like Valence"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|anthropic-small|Satori", "prompt": "c185-s4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Satori", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For 1:1 coaches on a budget, Satori ($33/month) offers straightforward scheduling and payments"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|anthropic-small|Valence", "prompt": "c185-s4", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "exploring AI-powered options like Valence would allow you to deliver coaching at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|challenger-small|Peoplebox", "prompt": "c185-s4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Peoplebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Peoplebox** if you want employee coaching tied to goals, check-ins, and follow-ups"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|challenger-small|TalentLMS AI Coach", "prompt": "c185-s4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "TalentLMS AI Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "positioned for **SMB to mid-market** and emphasized for **ease of deployment**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|challenger-small|Delenta", "prompt": "c185-s4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Delenta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "pricing starting **from $29/month**, though it is framed more for coaching businesses than internal employee coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|challenger-small|CoachHub", "prompt": "c185-s4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "described more as **enterprise or larger-team** solutions, so they are less likely to be the best budget choice"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|challenger-small|BetterUp", "prompt": "c185-s4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "described more as **enterprise or larger-team** solutions, so they are less likely to be the best budget choice"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|challenger-small|Exec", "prompt": "c185-s4", "model": "challenger-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Exec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "described more as **enterprise or larger-team** solutions, so they are less likely to be the best budget choice"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|deepseek-small|Rocky.ai", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Rocky.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Absolute cheapest:** Rocky.ai"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|deepseek-small|Risely", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best AI-first manager coaching:** Risely"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|deepseek-small|Boon", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best overall for a small team:** **Boon** (usage-based pricing means you only pay for what you use)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|deepseek-small|Lattice", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "1-on-1 meeting/check-in tools that are cheap or free (e.g., Lattice, 15Five, or simpler scheduling tools)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|deepseek-small|15Five", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Lattice, 15Five, or simpler scheduling tools"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|deepseek-small|Trainual", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Trainual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Trainual / TalentLMS** (from ~$99/month) if what you actually need is more like training/onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|deepseek-small|TalentLMS", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Trainual / TalentLMS** (from ~$99/month) if what you actually need is more like training/onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|deepseek-small|BetterUp", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "enterprise human-coaching platforms (BetterUp, CoachHub) start at $500–$2,000+/per-seat/year, they're generally **not** appropriate"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|deepseek-small|CoachHub", "prompt": "c185-s4", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "enterprise human-coaching platforms (BetterUp, CoachHub) ... they're generally **not** appropriate for a small company with a tight budget"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|google-small|BetterUp", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional employee coaching platforms like BetterUp, CoachHub, or EZRA are often out of reach"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|google-small|CoachHub", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often out of reach. These enterprise giants typically charge **$3,000 to $6,000 per employee annually**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|google-small|EZRA", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "EZRA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like BetterUp, CoachHub, or EZRA are often out of reach"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|google-small|Risely", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Risely (Top Pick):** ... go with **Risely** (for its $59/user/month AI-coach Merlin)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|google-small|Valence", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Valence (Top Pick for Managers):**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|google-small|Boon Health", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon Health", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want **real human coaches** but want zero wasted budget, go with **Boon Health**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|google-small|Growthspace", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Growthspace focuses on **\"skill sprints\"**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|google-small|15Five", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you want to **enable your managers** to coach their own teams, go with **15Five**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|google-small|Motivosity", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Motivosity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "A lightweight, highly engaging platform focused on peer-to-peer recognition"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|google-small|Together Mentoring", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Together Mentoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Together is the premier platform"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|google-small|Donut (on Slack)", "prompt": "c185-s4", "model": "google-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Donut (on Slack)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Donut is a classic, highly affordable choice"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|meta-small|Boon", "prompt": "c185-s4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Boon - offers AI-augmented coaching at an accessible price point of $50-$150 per seat per year."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|meta-small|Risely", "prompt": "c185-s4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Risely - provides AI-augmented coaching at a price of $59 per user per month, with a 14-day free trial."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|meta-small|Rocky.ai", "prompt": "c185-s4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Rocky.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rocky.ai - offers lighter coaching at a price of $10-13 per user per month."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|meta-small|Marlee", "prompt": "c185-s4", "model": "meta-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Marlee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Marlee - has a free tier for individuals."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|minimax-small|Boon", "prompt": "c185-s4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boon** (Best Overall for Small Companies)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|minimax-small|CoachVantage", "prompt": "c185-s4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachVantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Boon** or **CoachVantage**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|minimax-small|Risely", "prompt": "c185-s4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-augmented coaching at accessible price points, great for team or manager development"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|minimax-small|360Learning", "prompt": "c185-s4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "360Learning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very affordable, offers free trial, specifically mentioned for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|minimax-small|Coachello", "prompt": "c185-s4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Accessible pricing with AI-augmented features, designed for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|minimax-small|Valence", "prompt": "c185-s4", "model": "minimax-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Accessible pricing with AI-augmented features, designed for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|mistral-small|Boon", "prompt": "c185-s4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boon** and **Risely**: Both are AI-augmented coaching platforms designed specifically for small companies and teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|mistral-small|Risely", "prompt": "c185-s4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "noted for their affordability and quick time-to-value, making them ideal for tight budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|mistral-small|Coachello", "prompt": "c185-s4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coachello** and **Valence**: These platforms also cater to small teams and offer accessible pricing models"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|mistral-small|Valence", "prompt": "c185-s4", "model": "mistral-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "These platforms also cater to small teams and offer accessible pricing models"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|moonshot-small|Risely", "prompt": "c185-s4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Risely** — Best for AI-Powered Coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|moonshot-small|Boon", "prompt": "c185-s4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Boon** if you want the lowest cost and only need occasional coaching"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|moonshot-small|Peoplebox", "prompt": "c185-s4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Peoplebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Peoplebox** if you also need performance management, OKRs, and 1:1 meeting tools bundled together"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|moonshot-small|CoachVantage", "prompt": "c185-s4", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachVantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **CoachVantage** — Best for Coaching-Focused Businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|openai-small|ThriveSparrow", "prompt": "c185-s4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a small business with a tight budget:** **ThriveSparrow**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|openai-small|Frontline Coach", "prompt": "c185-s4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Frontline Coach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best ultra-cheap specialized coaching tool:** **Frontline Coach**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|openai-small|MentorcliQ", "prompt": "c185-s4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "MentorcliQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What I'd avoid on a tight budget\nPlatforms like **MentorcliQ**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|openai-small|Continu", "prompt": "c185-s4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Continu", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "tend to have higher minimums, custom pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|openai-small|15Five", "prompt": "c185-s4", "model": "openai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "often **15Five** tend to have higher minimums"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|xai-small|TalentLMS", "prompt": "c185-s4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "TalentLMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: TalentLMS (Best Free Starter for Training-Focused Coaching)**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|xai-small|GoSkills", "prompt": "c185-s4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "GoSkills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free-forever plan for unlimited learners (rare!)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|xai-small|CoachAccountable", "prompt": "c185-s4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Goal tracking, feedback, accountability—tailored for coaching sessions."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|xai-small|15Five", "prompt": "c185-s4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**15Five or Peoplebox** (check current pricing; often $5-10/user/month starters)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|xai-small|Peoplebox", "prompt": "c185-s4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "Peoplebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Performance management with 1:1s, check-ins, OKRs, feedback. Popular for SMBs."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s4|xai-small|CoachVantage", "prompt": "c185-s4", "model": "xai-small", "cat": "coaching-platforms", "variant": "budget", "raw": "CoachVantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "All-in-one for small business coaching: scheduling, notes, payments."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|alibaba-small|BetterUp", "prompt": "c185-s5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some modern platforms (like BetterUp or similar) use AI chatbots to give instant advice."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|alibaba-small|CoachHub", "prompt": "c185-s5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-style but scalable:* BetterUp, CoachHub (Expensive, but high quality)."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|alibaba-small|Mentenify", "prompt": "c185-s5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Mentenify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mid-market/SMB focused:* Mentenify (often included with recruiting)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|alibaba-small|Emplicit", "prompt": "c185-s5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Emplicit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-market/SMB focused:* Mentenify ..., Emplicit, or specialized tools like Superpowers.io."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|alibaba-small|Superpowers.io", "prompt": "c185-s5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Superpowers.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or specialized tools like Superpowers.io."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|alibaba-small|TopTalent", "prompt": "c185-s5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "TopTalent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Internal Mentorship focus:* TopTalent, CrossOver."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|alibaba-small|CrossOver", "prompt": "c185-s5", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CrossOver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Internal Mentorship focus:* TopTalent, CrossOver."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|deepseek-small|BetterUp", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "expensive per seat** (commonly **$300–$1,000+ per employee per year**). Often overkill for a 30-person team."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|deepseek-small|CoachHub", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "expensive per seat** ... Often overkill for a 30-person team."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|deepseek-small|Ezra", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Ezra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "expensive per seat** ... Often overkill for a 30-person team."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|deepseek-small|Bravely", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Bravely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Bravely often $28K+/yr for small orgs — almost certainly too much for 30 people"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|deepseek-small|Valence", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Valence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**AI coaching** (Valence, Risely, Bunch.ai) — on-demand, 24/7, cheap"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|deepseek-small|Risely", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**AI-driven / practice-based:** BetterUp (with AI companion), Risely, Coachello"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|deepseek-small|Bunch.ai", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Bunch.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**AI coaching** (Valence, Risely, Bunch.ai)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|deepseek-small|Torch", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Hybrid** (Torch, Boon, Coachello, Exec) — pairs AI practice with human coaches"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|deepseek-small|Boon", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**External 1:1 coaching (lighter human):** Bravely, Exec, Boon"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|deepseek-small|Coachello", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**AI-driven / practice-based:** BetterUp (with AI companion), Risely, Coachello"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|deepseek-small|Exec", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Exec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**External 1:1 coaching (lighter human):** Bravely, Exec, Boon"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|deepseek-small|15Five", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "**Affordable, coaching-in-performance:** 15Five (~$4–16/emp/mo), Lattice, Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|deepseek-small|Lattice", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "a performance platform (15Five, Lattice, Leapsome) may be the better, cheaper fit"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|deepseek-small|Leapsome", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "a performance platform (15Five, Lattice, Leapsome) may be the better, cheaper fit"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|deepseek-small|Culture Amp", "prompt": "c185-s5", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Culture Amp** ~$5/emp/mo"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|google-small|BetterUp", "prompt": "c185-s5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many of the major coaching platforms (e.g., BetterUp, CoachHub) are built for large enterprises and often require high minimum seat counts"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|google-small|CoachHub", "prompt": "c185-s5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "built for large enterprises and often require high minimum seat counts (e.g., a minimum of 50 or 100 seats)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|google-small|Boon", "prompt": "c185-s5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Look for vendors that specialize in SMBs or mid-market teams (like **Boon**, **Bravely**, or **Exec**)."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|google-small|Bravely", "prompt": "c185-s5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Bravely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Look for vendors that specialize in SMBs or mid-market teams (like **Boon**, **Bravely**, or **Exec**)."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|google-small|Exec", "prompt": "c185-s5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Exec", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Look for vendors that specialize in SMBs or mid-market teams (like **Boon**, **Bravely**, or **Exec**)."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|google-small|Growthspace", "prompt": "c185-s5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "group/cohort sprint coaching (like Growthspace)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|google-small|Risely", "prompt": "c185-s5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Platforms like **Risely** or **Valence** offer highly personalized, context-aware AI coaching tools"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|google-small|Valence", "prompt": "c185-s5", "model": "google-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Valence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Platforms like **Risely** or **Valence** offer highly personalized, context-aware AI coaching tools"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|meta-small|BetterUp", "prompt": "c185-s5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular employee coaching platforms that you may want to consider include BetterUp, Boon, Coachello, Performspark, and Stuart Andrews."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|meta-small|Boon", "prompt": "c185-s5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Boon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular employee coaching platforms that you may want to consider include BetterUp, Boon, Coachello, Performspark, and Stuart Andrews."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|meta-small|Coachello", "prompt": "c185-s5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Coachello", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular employee coaching platforms that you may want to consider include BetterUp, Boon, Coachello, Performspark, and Stuart Andrews."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|meta-small|Performspark", "prompt": "c185-s5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Performspark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular employee coaching platforms that you may want to consider include BetterUp, Boon, Coachello, Performspark, and Stuart Andrews."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|meta-small|Stuart Andrews", "prompt": "c185-s5", "model": "meta-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Stuart Andrews", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular employee coaching platforms that you may want to consider include BetterUp, Boon, Coachello, Performspark, and Stuart Andrews."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|minimax-small|Boon", "prompt": "c185-s5", "model": "minimax-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boon** – AI-augmented coaching, affordable pricing, good for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|minimax-small|Risely", "prompt": "c185-s5", "model": "minimax-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Risely** – AI coach Merlin with public pricing, accessible price points"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|minimax-small|Exec.com", "prompt": "c185-s5", "model": "minimax-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Exec.com** – Strong for leadership development, voice AI roleplays, pricing around $20-39/seat/month"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|mistral-small|BetterUp", "prompt": "c185-s5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–5 platforms based on your needs (e.g., BetterUp, CoachHub, Torch, Leapsome, or smaller players like Saberr or GrowthSpace)."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|mistral-small|CoachHub", "prompt": "c185-s5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., BetterUp, CoachHub, Torch, Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|mistral-small|Torch", "prompt": "c185-s5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Torch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., BetterUp, CoachHub, Torch, Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|mistral-small|Leapsome", "prompt": "c185-s5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., BetterUp, CoachHub, Torch, Leapsome"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|mistral-small|Saberr", "prompt": "c185-s5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Saberr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "smaller players like Saberr or GrowthSpace"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|mistral-small|GrowthSpace", "prompt": "c185-s5", "model": "mistral-small", "cat": "coaching-platforms", "variant": "scale", "raw": "GrowthSpace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "smaller players like Saberr or GrowthSpace"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|moonshot-small|Exec.com", "prompt": "c185-s5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Growthspace** or **Exec.com** — if you want more robust features but still mid-market friendly"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|moonshot-small|BetterUp", "prompt": "c185-s5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid enterprise-focused platforms (BetterUp, CoachHub) designed for 500+ employees"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|moonshot-small|CoachHub", "prompt": "c185-s5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid enterprise-focused platforms (BetterUp, CoachHub) designed for 500+ employees"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|moonshot-small|Boon", "prompt": "c185-s5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Boon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Boon** or **Risely** — designed for smaller companies, AI-augmented, accessible pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|moonshot-small|Risely", "prompt": "c185-s5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Risely", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Boon** or **Risely** — designed for smaller companies, AI-augmented, accessible pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|moonshot-small|Growthspace", "prompt": "c185-s5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Growthspace** or **Exec.com** — if you want more robust features but still mid-market friendly"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|moonshot-small|Together Platform", "prompt": "c185-s5", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Together Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Together Platform** — strong for mentoring + coaching with good integrations"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|xai-small|Lattice", "prompt": "c185-s5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "performance tools like Lattice/15Five"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|xai-small|15Five", "prompt": "c185-s5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**15Five** or **Lattice** (performance hybrids)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|xai-small|Peoplebox", "prompt": "c185-s5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Peoplebox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "top SMB picks include **Peoplebox** (goal-focused, 9.3/10)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|xai-small|Leapsome", "prompt": "c185-s5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Leapsome** (coaching + dev)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|xai-small|BetterUp", "prompt": "c185-s5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Also check BetterUp (scalable)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|xai-small|Trainery.ai", "prompt": "c185-s5", "model": "xai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Trainery.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Trainery.ai (structured sessions)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|zai-small|Boon", "prompt": "c185-s5", "model": "zai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Boon / Risely – AI-augmented coaching, often recommended for small teams under 50 employees."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|zai-small|Risely", "prompt": "c185-s5", "model": "zai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Boon / Risely – AI-augmented coaching, often recommended for small teams under 50 employees."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|zai-small|Growthspace", "prompt": "c185-s5", "model": "zai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Growthspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Growthspace / Exec.com – Strong mid-market options with flexible program structures."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|zai-small|Exec.com", "prompt": "c185-s5", "model": "zai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Exec.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Growthspace / Exec.com – Strong mid-market options with flexible program structures."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|zai-small|BetterUp", "prompt": "c185-s5", "model": "zai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "BetterUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "500+ employees: enterprise platforms (e.g., BetterUp, CoachHub)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|zai-small|CoachHub", "prompt": "c185-s5", "model": "zai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "CoachHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "500+ employees: enterprise platforms (e.g., BetterUp, CoachHub)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|zai-small|Coachello", "prompt": "c185-s5", "model": "zai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Coachello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Coachello / Torch – Hybrid models with AI roleplay and human coaching."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s5|zai-small|Torch", "prompt": "c185-s5", "model": "zai-small", "cat": "coaching-platforms", "variant": "scale", "raw": "Torch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Coachello / Torch – Hybrid models with AI roleplay and human coaching."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|alibaba-small|Upwork", "prompt": "c185-s6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While Upwork and Fiverr are great for design or coding, using them to source professional coaching or consulting is often risky for SMBs."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|alibaba-small|Fiverr", "prompt": "c185-s6", "model": "alibaba-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While Upwork and Fiverr are great for design or coding, using them to source professional coaching or consulting is often risky for SMBs."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|anthropic-small|Trafft", "prompt": "c185-s6", "model": "anthropic-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Trafft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "some reviews mention that pricing tiers can get expensive, particularly for small businesses or individual coaches looking to access premium features."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|challenger-small|BetterUp", "prompt": "c185-s6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "positioned as an **enterprise** platform with pricing around **$500–$2,000+ per seat/year**, which is generally too heavy for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|challenger-small|CoachHub", "prompt": "c185-s6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "better fit for larger rollouts than small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|challenger-small|Growthspace", "prompt": "c185-s6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Growthspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "small businesses should be cautious unless they already have enough scale to justify them"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|challenger-small|Torch", "prompt": "c185-s6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Torch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "grouped with mid-market or enterprise offerings, so small businesses should be cautious"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|challenger-small|EZRA Coaching", "prompt": "c185-s6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "EZRA Coaching", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "grouped with mid-market or enterprise offerings, so small businesses should be cautious"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|challenger-small|Mindtickle", "prompt": "c185-s6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Mindtickle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "better suited to larger organizations, with setup and contract structures that are not optimized for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|challenger-small|Sounding Board", "prompt": "c185-s6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Sounding Board", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "better suited to larger organizations, with setup and contract structures that are not optimized for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|challenger-small|Profi", "prompt": "c185-s6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Profi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "it **shut down on December 31, 2025**, so it should be avoided entirely"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|challenger-small|Coaches Console", "prompt": "c185-s6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaches Console", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "labeled as having an **outdated interface** and **poor value** in the 2026 review"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|challenger-small|Coaching Lobby", "prompt": "c185-s6", "model": "challenger-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching Lobby", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "described as having **minimal innovation** and **sparse updates**"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|deepseek-small|DigitalBusinessPrograms.net", "prompt": "c185-s6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "DigitalBusinessPrograms.net", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple Trustpilot reviews call it an MLM scam where \"coaches\" get commissions on members' purchases; $150 buy-in that escalates."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|deepseek-small|Coach.me", "prompt": "c185-s6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coach.me", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Reports of unauthorized recurring charges and lookalike/scam sites stealing its identity. Verify carefully before entering billing info."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|deepseek-small|HEYGURU", "prompt": "c185-s6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "HEYGURU", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Very few reviews, doesn't reply to negative reviews — a reliability warning sign."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|deepseek-small|TrueCoach", "prompt": "c185-s6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "TrueCoach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Complaints about recurring charges that support couldn't trace or cancel easily (billing/cancellation red flag)."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|deepseek-small|Superprof", "prompt": "c185-s6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Superprof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Repeated Trustpilot complaints about hidden subscription fees that weren't clearly disclosed."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|deepseek-small|Kajabi", "prompt": "c185-s6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Kajabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Caution if you're budget-sensitive — several reviews cite price hikes hitting existing customers too."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|deepseek-small|Glofox", "prompt": "c185-s6", "model": "deepseek-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Glofox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Some platforms (e.g., Glofox) force quarterly billing with annual contracts, no monthly option."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|google-small|BetterUp", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "BetterUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While **BetterUp** and **CoachHub** are industry giants and highly regarded by massive corporations, they are often a poor fit for small-to-midsize businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|google-small|CoachHub", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often a poor fit for small-to-midsize businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|google-small|Leapsome", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Leapsome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look into unified performance and learning platforms (like **Leapsome**, **Talstack**, or **15Five**)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|google-small|Talstack", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Talstack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look into unified performance and learning platforms (like **Leapsome**, **Talstack**, or **15Five**)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|google-small|15Five", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look into unified performance and learning platforms (like **Leapsome**, **Talstack**, or **15Five**)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|google-small|SCORE Mentoring", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "SCORE Mentoring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SCORE Mentoring** and local **Small Business Development Centers (SBDCs)** provide free, highly experienced, and completely unbiased mentorship."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|google-small|Small Business Development Centers (SBDCs)", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Small Business Development Centers (SBDCs)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "provide free, highly experienced, and completely unbiased mentorship"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|google-small|Kajabi", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Kajabi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Kajabi is an incredibly powerful tool, but it is often excessive for a small or starting coaching business."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|google-small|Dubsado", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Dubsado", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Be Cautious of: Generic Service CRMs (e.g., Dubsado, Honeybook)... they are clumsy for coaches"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|google-small|Honeybook", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Honeybook", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Be Cautious of: Generic Service CRMs (e.g., Dubsado, Honeybook)... they are clumsy for coaches"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|google-small|Paperbell", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Paperbell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Look for lightweight, flat-rate, coaching-specific tools like **Paperbell**, **CoachAccountable**, or **Delenta**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|google-small|CoachAccountable", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachAccountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Look for lightweight, flat-rate, coaching-specific tools like **Paperbell**, **CoachAccountable**, or **Delenta**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|google-small|Delenta", "prompt": "c185-s6", "model": "google-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Delenta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Look for lightweight, flat-rate, coaching-specific tools like **Paperbell**, **CoachAccountable**, or **Delenta**."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|meta-small|Profi", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Profi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some coaching platforms that have been identified as potentially problematic include Profi, Coaches Console, and Coaching Lobby."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|meta-small|Coaches Console", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaches Console", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "identified as potentially problematic include Profi, Coaches Console, and Coaching Lobby"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|meta-small|Coaching Lobby", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coaching Lobby", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "identified as potentially problematic include Profi, Coaches Console, and Coaching Lobby"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|meta-small|EasyWebinar", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "EasyWebinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some of the top coaching business software platforms in 2026 include EasyWebinar, Kajabi, Thinkific..."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|meta-small|Kajabi", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Kajabi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top coaching business software platforms in 2026 include EasyWebinar, Kajabi, Thinkific"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|meta-small|Thinkific", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Thinkific", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "top coaching business software platforms in 2026 include EasyWebinar, Kajabi, Thinkific"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|meta-small|CoachAccountable", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachAccountable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CoachAccountable, Simply.Coach, Paperbell"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|meta-small|Simply.Coach", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Simply.Coach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CoachAccountable, Simply.Coach, Paperbell"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|meta-small|Paperbell", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Paperbell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "CoachAccountable, Simply.Coach, Paperbell, CoachVantage"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|meta-small|CoachVantage", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachVantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Paperbell, CoachVantage, Delenta"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|meta-small|Delenta", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Delenta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "CoachVantage, Delenta, Practice, and Circle"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|meta-small|Practice", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Practice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Delenta, Practice, and Circle"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|meta-small|Circle", "prompt": "c185-s6", "model": "meta-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Delenta, Practice, and Circle"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|minimax-small|Lurn", "prompt": "c185-s6", "model": "minimax-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Lurn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Lurn** - Sued by the FTC for claiming people could easily make six-figure incomes"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|minimax-small|Blueprint to Wealth", "prompt": "c185-s6", "model": "minimax-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Blueprint to Wealth", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Blueprint to Wealth** - FTC action against this company for promising people would make over $20,000/month"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|mistral-small|Lurn", "prompt": "c185-s6", "model": "mistral-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Lurn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Lurn**: The FTC has taken legal action against Lurn for making false claims about the income participants could achieve."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|moonshot-small|Tony Robbins / Robbins Research International", "prompt": "c185-s6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Tony Robbins / Robbins Research International", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Verdict: Legitimate but expensive; be prepared for intense sales pressure"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|moonshot-small|Lurn", "prompt": "c185-s6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Lurn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The FTC sued this company for falsely claiming people could easily make six-figure incomes"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|moonshot-small|Trainerize", "prompt": "c185-s6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Trainerize", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Trainerize mentioned as having poor UX despite good video features"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|moonshot-small|SCORE mentoring", "prompt": "c185-s6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "SCORE mentoring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Safer Alternatives to Consider ... SCORE mentoring (free, volunteer business mentors)"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|moonshot-small|Small Business Development Centers (SBDCs)", "prompt": "c185-s6", "model": "moonshot-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Small Business Development Centers (SBDCs)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Safer Alternatives to Consider"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|xai-small|Business Coach Academy", "prompt": "c185-s6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Business Coach Academy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Trustpilot users call it \"expensive low-value\" or \"borderline scam,\" with refund disputes."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|xai-small|Stayly Academy", "prompt": "c185-s6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Stayly Academy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "13+ BBB complaints in 3 years, often about unmet promises for business coaching."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|xai-small|Wealthery.com", "prompt": "c185-s6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Wealthery.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Trustpilot and BBB flag it as chaotic, poor marketing delivery, refund denials, and scam-like tactics"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|xai-small|Coach.me", "prompt": "c185-s6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Coach.me", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mixed Trustpilot feedback (low review volume), some billing and value issues."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|xai-small|CoachEasily.com", "prompt": "c185-s6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachEasily.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Complaints about wasteful sessions and heavy upselling to high-ticket offers."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|xai-small|CoachVantage", "prompt": "c185-s6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "CoachVantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Affordable for small teams, strong on client management/workflows (positive 2024 reviews)."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|xai-small|Dubsado", "prompt": "c185-s6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Dubsado", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "CoachVantage, Dubsado, or Satori: Affordable for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|xai-small|Satori", "prompt": "c185-s6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Satori", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "CoachVantage, Dubsado, or Satori: Affordable for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|xai-small|Boon", "prompt": "c185-s6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Boon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Boon or Risely: Budget-friendly ($50–$200/seat/year) for SMBs, AI-assisted."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|xai-small|Risely", "prompt": "c185-s6", "model": "xai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Risely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Boon or Risely: Budget-friendly ($50–$200/seat/year) for SMBs, AI-assisted."}, {"id": "mai-20260918-0021-calibration_b-2|c185-s6|zai-small|Lurn", "prompt": "c185-s6", "model": "zai-small", "cat": "coaching-platforms", "variant": "negative", "raw": "Lurn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** The FTC has taken legal action against Lurn for deceptive business practices."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|alibaba-small|Mercer", "prompt": "c189-l1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercer: Widely considered the market leader for data granularity."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|alibaba-small|Willis Towers Watson (WTW)", "prompt": "c189-l1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Large Multinational / Diversified | Mercer or WTW (You need the global breadth.)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|alibaba-small|Aon", "prompt": "c189-l1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Aon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Providers:** **Mercer**, **Willis Towers Watson (WTW)**, **Aon**, **Korn Ferry**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|alibaba-small|Korn Ferry", "prompt": "c189-l1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Korn Ferry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Providers:** **Mercer**, **Willis Towers Watson (WTW)**, **Aon**, **Korn Ferry**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|alibaba-small|Almanac Group (Radford)", "prompt": "c189-l1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Almanac Group (Radford)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Almanac Group is the industry standard for technology compensation."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|alibaba-small|CompAnalyst", "prompt": "c189-l1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "CompAnalyst: Highly popular among HR and Talent Acquisition leaders."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|alibaba-small|Pave", "prompt": "c189-l1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pave: Focuses heavily on the intersection of pay and stock options."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|alibaba-small|Option Impact", "prompt": "c189-l1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Option Impact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Providers:** **CompAnalyst**, **Pave**, **Option Impact**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|alibaba-small|Optymyze", "prompt": "c189-l1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Optymyze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "cross-reference with niche consultancies like **Spiff** or **Optymyze** for sales strategy"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|alibaba-small|Salsberg", "prompt": "c189-l1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salsberg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Salsberg/Optymyze** (for commission strategy)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|alibaba-small|Spiff", "prompt": "c189-l1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Spiff", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "cross-reference with niche consultancies like **Spiff** or **Optymyze**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|anthropic-small|Mercer", "prompt": "c189-l1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Enterprise-grade surveys like Mercer and Radford provide depth, validation, and board credibility."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|anthropic-small|Radford", "prompt": "c189-l1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise-grade surveys like Mercer and Radford provide depth, validation, and board credibility."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|anthropic-small|Payscale", "prompt": "c189-l1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Payscale and Salary.com carry the largest US HR-reported datasets for broad coverage across industries."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|anthropic-small|Salary.com", "prompt": "c189-l1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Salary.com's CompAnalyst is best for large enterprises (1,000+ employees) with dedicated compensation teams"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|anthropic-small|Pave", "prompt": "c189-l1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pave sources benchmarking data from 8,700+ companies via direct HRIS integrations and offers real-time salary and equity benchmarks"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|anthropic-small|Willis Towers Watson", "prompt": "c189-l1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Willis Towers Watson", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Traditional salary surveys like Mercer and Willis Towers Watson give you board-defensible benchmarks"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|anthropic-small|Ravio", "prompt": "c189-l1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "real-time platforms like Pave and Ravio keep numbers current"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|challenger-small|Mercer", "prompt": "c189-l1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Mercer**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|challenger-small|Ravio", "prompt": "c189-l1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ravio** or **Pave** can be better fits"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|challenger-small|Pave", "prompt": "c189-l1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ravio** or **Pave** can be better fits"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|challenger-small|Radford (Aon)", "prompt": "c189-l1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for tech and life sciences benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|challenger-small|Payscale", "prompt": "c189-l1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "usually framed as less “gold standard” than Mercer"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|challenger-small|Salary.com", "prompt": "c189-l1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "usually framed as less “gold standard” than Mercer"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|deepseek-small|Radford (Aon)", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (Aon)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Radford (Aon)** if you're in technology/software"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|deepseek-small|Mercer / Comptryx", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer / Comptryx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mercer** (with Comptryx if tech-heavy) is the strongest fit"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|deepseek-small|Willis Towers Watson (WTW)", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "strong for total-rewards strategy across regulated/global industries"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|deepseek-small|Korn Ferry", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Korn Ferry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Korn Ferry** — best for executive compensation"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|deepseek-small|Pave", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strongly consider supplementing with **Pave** for real-time data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|deepseek-small|Ravio", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "leading option in Europe; real-time via HRIS, more affordable"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|deepseek-small|Figures", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "are other alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|deepseek-small|Carta Total Comp", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Carta Total Comp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "are other alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|deepseek-small|SalaryCube", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Budget-conscious mid-market | **SalaryCube**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|deepseek-small|Payscale/CompAnalyst", "prompt": "c189-l1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale/CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Budget-conscious mid-market | **SalaryCube** or **Payscale/CompAnalyst**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|google-small|Radford Global Technology Survey (by Aon)", "prompt": "c189-l1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford Global Technology Survey (by Aon)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed gold standard for technology companies."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|google-small|Pave", "prompt": "c189-l1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The leader in modern, real-time, HRIS-integrated compensation data."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|google-small|Mercer (Mercer Benchmark Database)", "prompt": "c189-l1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer (Mercer Benchmark Database)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Multinational, multi-industry B2B enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|google-small|WTW (Willis Towers Watson)", "prompt": "c189-l1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "WTW (Willis Towers Watson)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "highly trusted by corporate boards of Fortune 500 B2B companies"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|google-small|Payscale MarketPay (or Payfactors)", "prompt": "c189-l1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale MarketPay (or Payfactors)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A highly advanced, enterprise-grade compensation platform."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|google-small|Culpepper Sales Compensation Surveys", "prompt": "c189-l1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Culpepper Sales Compensation Surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Renowned for deep, sales-specific characteristics"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|google-small|Xactly Benchmarking", "prompt": "c189-l1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Xactly Benchmarking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "these platforms provide specialized, performance-backed sales compensation and GTM productivity data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|google-small|Alexander Group", "prompt": "c189-l1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Alexander Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "these platforms provide specialized, performance-backed sales compensation and GTM productivity data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|google-small|Levels.fyi (Enterprise)", "prompt": "c189-l1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Levels.fyi (Enterprise)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "layer on a tool like **Pave** or **Levels.fyi (Enterprise)** to spot-check fast-moving roles"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|meta-small|Mercer", "prompt": "c189-l1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Mercer - for global multinational depth"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|meta-small|Radford", "prompt": "c189-l1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Radford - for technology and life sciences"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|meta-small|Payscale Insight", "prompt": "c189-l1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Payscale Insight - for real-time US market data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|meta-small|Salary.com CompAnalyst", "prompt": "c189-l1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Salary.com CompAnalyst - for accessible pricing with broad role coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|meta-small|Ficstar", "prompt": "c189-l1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ficstar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Ficstar - for custom data collection"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|meta-small|Comprehensive.io", "prompt": "c189-l1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Comprehensive.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Comprehensive.io - for free, daily-refreshed salary data from 6,000+ US tech companies"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|minimax-small|Mercer", "prompt": "c189-l1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "or **Mercer** if you need broad global coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|minimax-small|Radford (Aon)", "prompt": "c189-l1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (Aon)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Radford (Aon)** if you're in technology/tech-enabled services"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|minimax-small|Payscale", "prompt": "c189-l1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is a concern, **Payscale** or **Salary.com** offer excellent value"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|minimax-small|Salary.com CompAnalyst", "prompt": "c189-l1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Value & Broad Coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|minimax-small|Willis Towers Watson", "prompt": "c189-l1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Willis Towers Watson", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(Best for Enterprise Governance)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|mistral-small|Mercer", "prompt": "c189-l1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercer, Willis Towers Watson, Aon, or Korn Ferry are the gold standard for formal, defensible benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|mistral-small|Willis Towers Watson", "prompt": "c189-l1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Willis Towers Watson", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Mercer, Willis Towers Watson, Aon, or Korn Ferry are the gold standard for formal, defensible benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|mistral-small|Aon", "prompt": "c189-l1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Aon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Mercer, Willis Towers Watson, Aon, or Korn Ferry are the gold standard for formal, defensible benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|mistral-small|Korn Ferry", "prompt": "c189-l1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Korn Ferry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Mercer, Willis Towers Watson, Aon, or Korn Ferry are the gold standard for formal, defensible benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|mistral-small|Ravio", "prompt": "c189-l1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ravio or Payscale are excellent modern alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|mistral-small|Payscale", "prompt": "c189-l1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ravio or Payscale are excellent modern alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|mistral-small|Salary.com", "prompt": "c189-l1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If budget is a concern, aggregators like Salary.com or ERI may offer a cost-effective solution."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|mistral-small|ERI", "prompt": "c189-l1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "ERI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If budget is a concern, aggregators like Salary.com or ERI may offer a cost-effective solution."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|moonshot-small|Radford (Aon)", "prompt": "c189-l1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (Aon)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Radford (Aon) – Best for Large Enterprise B2B ... **→ Start with Radford or Mercer**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|moonshot-small|Mercer", "prompt": "c189-l1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**→ Start with Radford or Mercer**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|moonshot-small|Willis Towers Watson (WTW)", "prompt": "c189-l1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Willis Towers Watson (WTW) – Best for Methodology & Detail"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|moonshot-small|Pave", "prompt": "c189-l1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider supplementing with **Pave** for real-time tech talent market data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|moonshot-small|Carta Total Comp", "prompt": "c189-l1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Carta Total Comp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Carta Total Comp | Equity-heavy compensation | Cap table + equity data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|moonshot-small|Ravio", "prompt": "c189-l1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ravio | European/global tech companies | Real-time aggregated data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|openai-small|Mercer", "prompt": "c189-l1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your company is a **large B2B enterprise with global roles and you care most about defensible benchmarking**, choose **Mercer**."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|openai-small|WTW", "prompt": "c189-l1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "WTW", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your program is **heavily survey-driven and compensation-governance oriented**, choose **WTW**."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|openai-small|Payscale", "prompt": "c189-l1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **more agile benchmarking software and flexible data aggregation**, choose **Payscale**."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|openai-small|Salary.com", "prompt": "c189-l1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparison table** for **Mercer vs WTW vs Payscale vs Salary.com vs Radford**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|openai-small|Radford", "prompt": "c189-l1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparison table** for **Mercer vs WTW vs Payscale vs Salary.com vs Radford**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|xai-small|Radford (Aon)", "prompt": "c189-l1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (Aon)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often the strongest fit for tech-heavy B2B/SaaS enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|xai-small|Mercer", "prompt": "c189-l1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for large multinational enterprises with broad industry needs."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|xai-small|PayScale (Ascent/MarketPay)", "prompt": "c189-l1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "PayScale (Ascent/MarketPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great mid-to-enterprise aggregator with tools."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|xai-small|Salary.com (CompAnalyst)", "prompt": "c189-l1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Salary.com CompAnalyst: Solid for US enterprises with planning tools."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|xai-small|Pave", "prompt": "c189-l1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Better for real-time/tech startups scaling to enterprise, but less proven for massive B2B ops."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|xai-small|Ravio", "prompt": "c189-l1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Modern alternatives like Pave or Ravio: Better for real-time/tech startups scaling to enterprise, but less proven for massive B2B ops."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|zai-small|Mercer", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Mercer or Aon** are the safest, most defensible choices for board‑grade, global benchmarking."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|zai-small|Aon (including Radford for technology/life sciences)", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Aon (including Radford for technology/life sciences)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprise B2B companies, **Mercer or Aon** are the safest, most defensible choices"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|zai-small|Willis Towers Watson (WTW)", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Long‑standing, industry‑focused surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|zai-small|Korn Ferry", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Korn Ferry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top picks: Deloitte, PwC, Gallagher, Korn Ferry"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|zai-small|Ravio", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For modern tech/SaaS or fast‑moving global organizations, **Ravio** (or Pave) offers real‑time"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|zai-small|Pave", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top picks: Ravio (Europe/global tech focus) or Pave (real-time, integrations)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|zai-small|Deloitte", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Deloitte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need strategic guidance alongside data, **Deloitte, PwC, or Gallagher** are strong options."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|zai-small|PwC", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "PwC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Deloitte, PwC, or Gallagher** are strong options"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|zai-small|Gallagher", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Gallagher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Full-service consulting with benchmarking and pay equity support"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|zai-small|EY", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "EY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "PwC, Gallagher, Korn Ferry, EY"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|zai-small|ERI Economic Research Institute", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "ERI Economic Research Institute", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "broader, accessible coverage, though with less real-time integration depth"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l1|zai-small|Salary.com CompAnalyst", "prompt": "c189-l1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "though with less real-time integration depth"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|alibaba-small|Mercer (Global Census)", "prompt": "c189-l2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer (Global Census)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary Provider:** **Mercer** or **WTW** for overall organizational strategy, executive pay, and benchmarking."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|alibaba-small|Willis Towers Watson (WTW)", "prompt": "c189-l2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Primary Provider:** **Mercer** or **WTW** for overall organizational strategy, executive pay, and benchmarking."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|alibaba-small|Aon", "prompt": "c189-l2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Aon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Aon provides robust global benchmarks"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|alibaba-small|Radford", "prompt": "c189-l2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Add-on:** **Radford** if you have more than 20-30 technical staff."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|alibaba-small|Robert Half", "prompt": "c189-l2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Robert Half", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Add-on:** **Robert Half** for specialized functional planning (legal/marketing/sales)."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|alibaba-small|Hays", "prompt": "c189-l2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Hays", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Hays provides some of the most accurate regional market mapping data available"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|alibaba-small|PayScale", "prompt": "c189-l2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "PayScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "great for maintaining pay equity and covering a massive volume of lower-to-mid-level roles at a lower price point"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|alibaba-small|Salary.com", "prompt": "c189-l2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A classic database that is easy to use for mapping generic job descriptions"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|anthropic-small|Mercer", "prompt": "c189-l2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "major global compensation consulting firms that offer extensive survey data... particularly well-suited for large organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|anthropic-small|Willis Towers Watson (WTW)", "prompt": "c189-l2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "major global compensation consulting firms... particularly well-suited for large organizations with complex compensation structures"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|anthropic-small|Hay Group", "prompt": "c189-l2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Hay Group", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "major global compensation consulting firms that offer extensive survey data across industries and geographies"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|anthropic-small|PayScale", "prompt": "c189-l2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "PayScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "These provide broad market data and are frequently used by large enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|anthropic-small|Radford", "prompt": "c189-l2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "These provide broad market data and are frequently used by large enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|anthropic-small|Equifax/CURA", "prompt": "c189-l2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Equifax/CURA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "These provide broad market data and are frequently used by large enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|anthropic-small|ERI Economic Research Institute", "prompt": "c189-l2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "ERI Economic Research Institute", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Offers detailed compensation data with good geographic granularity"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|anthropic-small|LinkedIn Salary", "prompt": "c189-l2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "LinkedIn Salary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Provide crowdsourced data that can supplement traditional surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|anthropic-small|Glassdoor", "prompt": "c189-l2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Provide crowdsourced data that can supplement traditional surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|challenger-small|Mercer", "prompt": "c189-l2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary:** Mercer or WTW"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|challenger-small|WTW (Willis Towers Watson)", "prompt": "c189-l2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WTW (Willis Towers Watson)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Primary:** Mercer or WTW"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|challenger-small|Korn Ferry", "prompt": "c189-l2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Korn Ferry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Secondary:** Korn Ferry"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|challenger-small|Salary.com", "prompt": "c189-l2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Operational supplement:** Salary.com or Payscale"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|challenger-small|Payscale", "prompt": "c189-l2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best used as a secondary source for compensation management and market checks"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|challenger-small|Equilar", "prompt": "c189-l2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Equilar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "add specialist sources such as **Equilar** for executive pay"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|challenger-small|WorldatWork", "prompt": "c189-l2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WorldatWork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**WorldatWork** for salary budget planning"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|challenger-small|Pearl Meyer", "prompt": "c189-l2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pearl Meyer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Executive layer:** Equilar or Pearl Meyer, if needed"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|deepseek-small|Mercer (Total Remuneration Survey / Benchmark Database)", "prompt": "c189-l2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer (Total Remuneration Survey / Benchmark Database)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "anchoring on **Mercer** (or **WTW** for total rewards focus) as your primary, board-defensible general survey foundation"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|deepseek-small|Radford (Aon)", "prompt": "c189-l2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Radford** for technology/sales-engineering roles"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|deepseek-small|Willis Towers Watson (WTW)", "prompt": "c189-l2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global Enterprises & Total Rewards"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|deepseek-small|Korn Ferry", "prompt": "c189-l2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Korn Ferry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Add Korn Ferry for leadership/exec comp"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|deepseek-small|Payscale", "prompt": "c189-l2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Payscale** (enterprise tier) is a credible alternative — but for a company of your scale ... the traditional survey providers ... remain the most defensible"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|google-small|Willis Towers Watson (WTW) General Industry Surveys", "prompt": "c189-l2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW) General Industry Surveys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **WTW** or **Mercer** (as your core baseline) + **Alexander Group** (for sales)."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|google-small|Mercer (Total Remuneration Survey - TRS)", "prompt": "c189-l2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer (Total Remuneration Survey - TRS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Unmatched global footprint... Go with **WTW** or **Mercer** (as your core baseline)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|google-small|Korn Ferry (Hay Group Methodology)", "prompt": "c189-l2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Korn Ferry (Hay Group Methodology)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your organization uses structured job grading (e.g., Hay Points)... Korn Ferry’s data is the best fit."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|google-small|The Alexander Group (Sales Compensation Surveys)", "prompt": "c189-l2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "The Alexander Group (Sales Compensation Surveys)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Universally recognized as the premier source for sales-specific compensation data."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|google-small|WTW Sales Compensation and Design Survey", "prompt": "c189-l2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WTW Sales Compensation and Design Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "An excellent secondary option that provides deep operational intelligence on sales incentive plans"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|google-small|Aon Radford (Radford Global Compensation Database)", "prompt": "c189-l2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Aon Radford (Radford Global Compensation Database)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "This is the absolute gold standard for technology and digital roles."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|google-small|Culpepper & Associates", "prompt": "c189-l2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper & Associates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A fantastic, highly customizable alternative that provides reliable, deep data cuts"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|google-small|Equilar (Top 50 / TrueView)", "prompt": "c189-l2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Equilar (Top 50 / TrueView)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The premier database for executive and Board-level benchmarking."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|google-small|Payscale (MarketPay)", "prompt": "c189-l2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale (MarketPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "This is the industry standard for large enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|google-small|Salary.com (CompAnalyst)", "prompt": "c189-l2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Another robust enterprise tool."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|meta-small|Mercer", "prompt": "c189-l2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "reputable providers such as Mercer, Korn Ferry, or other top salary survey providers"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|meta-small|Korn Ferry", "prompt": "c189-l2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Korn Ferry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "reputable providers such as Mercer, Korn Ferry, or other top salary survey providers"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|minimax-small|Mercer Total Remuneration Survey", "prompt": "c189-l2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Total Remuneration Survey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Use Mercer or Willis Towers Watson as your primary source for base salary benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|minimax-small|Willis Towers Watson Global Technology Survey", "prompt": "c189-l2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson Global Technology Survey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Use Mercer or Willis Towers Watson as your primary source for base salary benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|minimax-small|Radford Global Technology Survey", "prompt": "c189-l2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford Global Technology Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for technology and professional services companies"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|minimax-small|Aon Total Remuneration Survey", "prompt": "c189-l2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Aon Total Remuneration Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Large dataset with good B2B representation"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|minimax-small|Hunt Scanlon Media Compensation Data", "prompt": "c189-l2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Hunt Scanlon Media Compensation Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Executive and senior level data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|minimax-small|WorldatWork Survey", "prompt": "c189-l2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WorldatWork Survey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good for total rewards and benefits data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|minimax-small|Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics", "prompt": "c189-l2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free, reliable baseline data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|minimax-small|PayScale", "prompt": "c189-l2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "PayScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Supplement with Glassdoor or PayScale for real-time market trends"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|minimax-small|Glassdoor", "prompt": "c189-l2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "User-generated data (use with caution for accuracy)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|mistral-small|Radford (Aon)", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (Aon)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The gold standard for tech and B2B companies... **Prioritize Radford and Alexander Group** for most B2B companies."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|mistral-small|Mercer Digital & Technology Compensation Survey", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Digital & Technology Compensation Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong coverage of digital and tech roles, including B2B SaaS and enterprise software."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|mistral-small|Willis Towers Watson (WTW) Global Compensation Survey", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW) Global Compensation Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Large, multinational B2B companies needing global benchmarks."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|mistral-small|Alexander Group Sales Compensation & Productivity Survey", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Alexander Group Sales Compensation & Productivity Survey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Prioritize Radford and Alexander Group** for most B2B companies."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|mistral-small|ESM (Executive Compensation) Survey by Pearl Meyer or FW Cook", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "ESM (Executive Compensation) Survey by Pearl Meyer or FW Cook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "These surveys provide peer benchmarks for C-suite and VP-level roles."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|mistral-small|Mercer Benchmark Database", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Benchmark Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Broad industry coverage, useful for non-tech roles (e.g., HR, Finance, Operations)."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|mistral-small|Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free, government-backed data for US-based roles. Useful for non-exempt and hourly roles."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|mistral-small|Payscale or Salary.com", "prompt": "c189-l2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale or Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Useful for quick sanity checks, but not as robust as Radford or Mercer for large, complex organizations."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|moonshot-small|Mercer", "prompt": "c189-l2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Mercer** as your primary provider due to their unmatched breadth and enterprise focus"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|moonshot-small|Willis Towers Watson (WTW)", "prompt": "c189-l2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Governance-heavy enterprises needing integrated rewards strategy"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|moonshot-small|Radford (Aon)", "prompt": "c189-l2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "potentially supplemented by **Radford** if you have significant technical/professional roles or equity compensation needs"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|openai-small|Mercer", "prompt": "c189-l2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mercer or WTW** as the primary survey backbone"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|openai-small|WTW (Willis Towers Watson)", "prompt": "c189-l2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WTW (Willis Towers Watson)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Mercer or WTW** as the primary survey backbone"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|openai-small|Aon", "prompt": "c189-l2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Aon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another solid enterprise-grade option."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|openai-small|Radford", "prompt": "c189-l2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Radford** if you're in tech or product-heavy B2B"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|openai-small|Option Impact", "prompt": "c189-l2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Option Impact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Option Impact** if you're in private, growth-stage, or venture-backed environments"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|openai-small|Salary.com", "prompt": "c189-l2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "as a secondary reference, though many large companies use it more as a cross-check than a primary source"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|xai-small|Mercer", "prompt": "c189-l2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercer Benchmark Database (MBD) and Total Remuneration Survey (TRS) — Ideal for large multinationals"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|xai-small|Radford (now part of Aon)", "prompt": "c189-l2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (now part of Aon)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're in tech/SaaS, lean Radford; otherwise, Mercer for scale."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|xai-small|Willis Towers Watson (WTW)", "prompt": "c189-l2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suited for large enterprises needing governance-focused data across broad markets"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|xai-small|Korn Ferry", "prompt": "c189-l2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Korn Ferry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for executive/mid-level roles using Hay methodology"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|xai-small|Culpepper", "prompt": "c189-l2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Affordable for sales/exec comp, tech discounts via participation."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|xai-small|Payscale/Salary.com", "prompt": "c189-l2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale/Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "as supplements for quick checks, though less survey-based"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|zai-small|Mercer Total Remuneration Survey (TRS)", "prompt": "c189-l2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Total Remuneration Survey (TRS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mercer TRS** for overall market positioning"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|zai-small|Willis Towers Watson (WTW) Salary Surveys", "prompt": "c189-l2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW) Salary Surveys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**WTW Salary Surveys** for geographic coverage and executive levels"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|zai-small|Radford (Aon) Compensation Database", "prompt": "c189-l2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (Aon) Compensation Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Radford** for specialized technical/financial roles"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|zai-small|Korn Ferry Pay", "prompt": "c189-l2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Korn Ferry Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Large-scale data analysis and predictive modeling"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|zai-small|Compdata Max", "prompt": "c189-l2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Compdata Max", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Compdata Max** for quarterly refreshed benchmarks"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|zai-small|SalaryIQ", "prompt": "c189-l2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SalaryIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**SalaryIQ** (Salary.com) for real-time job posting intelligence"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|zai-small|Payscale", "prompt": "c189-l2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Payscale** for quick market checks"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|zai-small|SalaryCube", "prompt": "c189-l2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "use SalaryCube to combine and compare different providers"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l2|zai-small|CompAnalyst", "prompt": "c189-l2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Use benchmarking software** like CompAnalyst for data integration"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|anthropic-small|Mercer", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercer is a long-standing leader for broad, global compensation benchmarking... Mercer is a strong choice for salary survey coverage and structured compensation frameworks."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|anthropic-small|Deloitte", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top benchmarking services providers include Deloitte, BCG, and Bain."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|anthropic-small|BCG", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "BCG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top benchmarking services providers include Deloitte, BCG, and Bain."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|anthropic-small|Bain", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top benchmarking services providers include Deloitte, BCG, and Bain."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|anthropic-small|Accenture", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Accenture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Deloitte, Accenture, and IBM Consulting describe implementation-led API and scripted ingestion steps"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|anthropic-small|IBM Consulting", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IBM Consulting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deloitte, Accenture, and IBM Consulting describe implementation-led API and scripted ingestion steps"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|anthropic-small|KPMG", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "KPMG and Deloitte shift toward audit-ready benchmark variance reporting"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|anthropic-small|Gartner", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "IT benchmarking services are covered from Gartner, Forrester, IDC, Omdia..."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|anthropic-small|Forrester", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Forrester", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Forrester and Gartner emphasize methodology and interpretation workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|anthropic-small|IDC", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IDC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "IT benchmarking services are covered from Gartner, Forrester, IDC, Omdia"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|anthropic-small|Omdia", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Omdia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Omdia, Accenture, and IBM Consulting position automation and provisioning workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|anthropic-small|PwC", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "PwC focuses on governed data model mapping across enterprise systems"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|anthropic-small|Capgemini", "prompt": "c189-l3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Capgemini", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Capgemini stands out for delivering large-scale automotive benchmarking and transformation programs"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|challenger-small|Deloitte", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Deloitte** if you want the most consistently \"enterprise-grade\" option for turning benchmarking into **actionable transformation work**."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|challenger-small|PwC", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **PwC** or **KPMG** if you want broad enterprise benchmarking with strong **cross-functional** and **governance** support."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|challenger-small|KPMG", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ranked near the top in corporate benchmarking comparisons, often alongside PwC and BCG."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|challenger-small|Bain & Company", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain & Company", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **BCG** or **Bain** if you want benchmarking that is more **strategy-led**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|challenger-small|BCG", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "BCG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Executive-grade benchmarking linked to **market sizing** and **transformation scorecards**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|challenger-small|EY", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Often appears as a strong generalist option, especially in IT and utility benchmarking lists."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|challenger-small|Guidehouse", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Guidehouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Ranked first in utility-specific benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|challenger-small|S&P Global Mobility", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "S&P Global Mobility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Distinguished by defensible mobility, registrations, fleet, and sales data across regions."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|challenger-small|McKinsey", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "McKinsey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**IT performance benchmarking** for leadership decisions"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|challenger-small|Computer Economics", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "More survey-based and operational, with a lower-cost positioning than consulting firms."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|challenger-small|Gartner", "prompt": "c189-l3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Better when the buyer wants benchmark framing with documentation and governance support."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|google-small|The Hackett Group", "prompt": "c189-l3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "The Hackett Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "High-touch, consultant-led, and empirical.** Hackett focuses heavily on *actionable process optimization*"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|google-small|APQC (American Productivity & Quality Center)", "prompt": "c189-l3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "APQC (American Productivity & Quality Center)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Standardized and taxonomy-driven.** Unlike Hackett's tailored consulting model, APQC offers self-service \"Open Standards Benchmarking\""}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|google-small|Gartner (Functional Benchmarking)", "prompt": "c189-l3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner (Functional Benchmarking)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Maturity and budget-allocation focus.** Gartner is heavily integrated into its research subscription ecosystem."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|google-small|Mercer / Radford", "prompt": "c189-l3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Mercer / Radford", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The traditional heavyweights of compensation benchmarking... Board-level credibility and strict validation."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|google-small|Payscale (CompAnalyst)", "prompt": "c189-l3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Payscale (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Real-time, dynamic, and software-first... making it far more agile than traditional physical surveys."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|google-small|Perceptyx / Orgvue", "prompt": "c189-l3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Perceptyx / Orgvue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workforce sentiment vs. structure.** While Payscale benchmarks pay, *Orgvue* benchmarks organizational design"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|google-small|SPEC (Standard Performance Evaluation Corporation)", "prompt": "c189-l3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "SPEC (Standard Performance Evaluation Corporation)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Hardware and system-level focus.** SPEC benchmarks are the industry standard for physical server hardware"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|google-small|TPC (Transaction Processing Performance Council)", "prompt": "c189-l3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "TPC (Transaction Processing Performance Council)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Data throughput focus.** TPC is the gold standard for measuring how quickly databases handle heavy transactions."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|google-small|CIS (Center for Internet Security)", "prompt": "c189-l3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "CIS (Center for Internet Security)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Security hardening benchmarks.** ... CIS publishes prescriptive security configuration benchmarks."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|google-small|Braintrust", "prompt": "c189-l3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Braintrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Built for the developer CI/CD pipeline.** Braintrust excels at pre-production testing."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|google-small|Arize AI", "prompt": "c189-l3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Arize AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Live production monitoring and observability.**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|google-small|Confident AI (DeepEval)", "prompt": "c189-l3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Confident AI (DeepEval)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Metric depth and cross-functional accessibility.**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|google-small|Scale AI (Scale Labs)", "prompt": "c189-l3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Scale AI (Scale Labs)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Expert Human-in-the-Loop (HITL) evaluation.**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|meta-small|Deloitte", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some providers, such as Deloitte, offer a wide range of services, including benchmark reporting, remediation decisions, and transformation planning"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|meta-small|Bain & Company", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain & Company", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top enterprise-grade benchmarking providers are Deloitte, Bain & Company, Boston Consulting Group (BCG)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|meta-small|Boston Consulting Group (BCG)", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Boston Consulting Group (BCG)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Boston Consulting Group (BCG), KPMG Advisory, PwC Advisory"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|meta-small|KPMG Advisory", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG Advisory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "KPMG Advisory, PwC Advisory, EY Advisory"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|meta-small|PwC Advisory", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC Advisory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "KPMG Advisory, PwC Advisory, EY Advisory"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|meta-small|EY Advisory", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY Advisory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "PwC Advisory, EY Advisory, A.T. Kearney"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|meta-small|A.T. Kearney", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "A.T. Kearney", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A.T. Kearney, IMD, Guidehouse, and PA Consulting"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|meta-small|IMD", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IMD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A.T. Kearney, IMD, Guidehouse, and PA Consulting"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|meta-small|Guidehouse", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Guidehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "A.T. Kearney, IMD, Guidehouse, and PA Consulting"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|meta-small|PA Consulting", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PA Consulting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "A.T. Kearney, IMD, Guidehouse, and PA Consulting"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|meta-small|Computer Economics", "prompt": "c189-l3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "others, such as Computer Economics, specialize in survey-based spending and staffing benchmarks"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|Deloitte", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Deloitte** | Cross‑functional (finance, operations, HR, IT) – “enterprise‑wide” diagnostics"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|McKinsey & Company", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "McKinsey & Company", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**McKinsey & Company** | IT & digital, operations, strategy"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|Boston Consulting Group (BCG)", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Boston Consulting Group (BCG)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Boston Consulting Group (BCG)** | Operations, supply‑chain, digital, sustainability"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|Bain & Company", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain & Company", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Bain & Company** | Performance‑improvement, “peer economics”"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|Accenture", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Accenture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Accenture** | IT, cloud, security, digital"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|KPMG", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**KPMG** | Finance, risk, compliance, IT"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|PwC", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**PwC** | Finance, tax, supply‑chain"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|EY", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**EY** | Finance, risk, sustainability"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|A.T. Kearney", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "A.T. Kearney", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**A.T. Kearney** | Operations, sourcing, logistics"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|Oliver Wyman", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Oliver Wyman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Oliver Wyman** | Financial services, risk, digital"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|PA Consulting", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PA Consulting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**PA Consulting** | Innovation, product development, IT"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|Gartner", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Gartner** | IT spending, technology adoption, cloud & security"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|Forrester", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Forrester", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Forrester** | Marketing & customer experience, digital transformation"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|IDC", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IDC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**IDC** | IT hardware/software spend, datacenter, AI/ML"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|Computer Economics", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Computer Economics** | IT staffing & spending, IT cost‑optimization"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|NielsenIQ", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "NielsenIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**NielsenIQ** | Retail, consumer goods, shopper behavior"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|Kantar", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Kantar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Kantar** | Brand & marketing, media, consumer sentiment"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|GfK", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "GfK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**GfK** | Consumer electronics, retail, tech"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|IRI", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IRI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "**IRI** | CPG, retail, pricing & promotion"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|The Futurum Group", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "The Futurum Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "**The Futurum Group** | Digital transformation, AI, cloud"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|IMD", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IMD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "**IMD** (Switzerland) | Executive education‑driven benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|Guidehouse", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Guidehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 22, "ev": "**Guidehouse** (US) | Government & public‑sector cost & performance"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|Oxera", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Oxera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 23, "ev": "**Oxera** (UK/EU) | Economic & regulatory benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|minimax-small|LEK Consulting", "prompt": "c189-l3", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "LEK Consulting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 24, "ev": "**LEK Consulting** | Strategy & M&A benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|mistral-small|Deloitte Consulting", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte Consulting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprises, Deloitte is the top all-around choice, especially for large-scale, cross-functional benchmarking."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|mistral-small|Bain & Company", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain & Company", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For strategic or leadership-focused benchmarking, IMD or Bain may be preferred."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|mistral-small|Boston Consulting Group (BCG)", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Boston Consulting Group (BCG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BCG is recognized for its strategic benchmarking capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|mistral-small|PwC Advisory", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC Advisory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "PwC is a strong contender for market sizing, competitor benchmarking, and KPI-based performance benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|mistral-small|KPMG Advisory", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG Advisory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "KPMG is valued for its structured benchmarking services"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|mistral-small|EY Advisory", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY Advisory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "EY offers robust benchmarking services, especially in IT and corporate performance"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|mistral-small|McKinsey & Company", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "McKinsey & Company", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "McKinsey is highlighted for leadership-driven IT performance benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|mistral-small|Gartner", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For IT-specific needs, Gartner and Computer Economics are strong alternatives."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|mistral-small|Computer Economics", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Focuses on IT spending and staffing benchmarks, ideal for budget-minded organizations."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|mistral-small|IMD", "prompt": "c189-l3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IMD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For strategic or leadership-focused benchmarking, IMD or Bain may be preferred."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|moonshot-small|Gartner", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Choose Gartner** if you need credible third-party validation for technology decisions"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|moonshot-small|Forrester", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Forrester", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Choose Forrester** if you need business strategy frameworks and CX insights"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|moonshot-small|IDC", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IDC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Choose IDC** if you need quantitative market data and forecasting"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|moonshot-small|Deloitte", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rating**: 9.4/10 (highest ranked)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|moonshot-small|PwC", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Rating**: 8.5/10 - **Strengths**: Strong operational benchmarking, global reach"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|moonshot-small|KPMG", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Rating**: 9.3/10 - **Strengths**: Sector-specific expertise, implementation focus"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|moonshot-small|Bain & Company", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain & Company", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Choose Deloitte/BCG/Bain** if you need strategy tied to implementation"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|moonshot-small|Boston Consulting Group (BCG)", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Boston Consulting Group (BCG)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Strengths**: Innovative frameworks, collaborative approach, AI/Tech focus"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|moonshot-small|The Hackett Group", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "The Hackett Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Choose The Hackett Group** if you need deep process benchmarking with best practice identification"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|moonshot-small|APQC (American Productivity & Quality Center)", "prompt": "c189-l3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "APQC (American Productivity & Quality Center)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Choose APQC** if you want standardized, repeatable benchmarking across multiple functions"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|openai-small|Pave", "prompt": "c189-l3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mercer/Radford/Pave** for compensation and talent benchmarks."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|openai-small|Radford/Aon", "prompt": "c189-l3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Radford/Aon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Compensation benchmarking providers** such as **Pave**, **Radford/Aon**, and **Mercer** focus on pay, equity, and talent markets"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|openai-small|Mercer", "prompt": "c189-l3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want **compensation comparisons** \\u2192 Mercer, Radford, Pave."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|xai-small|Deloitte", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rankings vary by category (e.g., Deloitte tops general; KPMG IT-regulated)."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|xai-small|PwC", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Corporate performance measurement; peer economics; operating model comparisons. Strong in regulated industries."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|xai-small|BCG", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "BCG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Performance benchmarking for target operating models; executive-led comparisons."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|xai-small|Bain", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Peer economics and implementation-focused benchmarks; cost/process optimization."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|xai-small|KPMG", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Defensible, governance-ready benchmarks (esp. IT/finance)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|xai-small|EY", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "IT and operational benchmarking; remediation planning."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|xai-small|Gartner", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Research-backed IT/peer benchmarks; governance documentation."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|xai-small|IDC", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IDC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "specialized research firms (e.g., Gartner, IDC, Forrester, Computer Economics)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|xai-small|Forrester", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Forrester", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "specialized research firms (e.g., Gartner, IDC, Forrester, Computer Economics)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|xai-small|Computer Economics", "prompt": "c189-l3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Budget-friendly, decision-grade metrics for capacity/vendor decisions; narrower (IT-only) but highly specialized and cost-effective."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|zai-small|Deloitte", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely ranked as the top provider for structured, cross-functional benchmarking."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|zai-small|Bain & Company", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain & Company", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Peer economics, operational efficiency, and customer loyalty."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|zai-small|NPS Prism", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "NPS Prism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "offer **NPS Prism**, a platform that allows companies to benchmark customer episodes against competitors"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|zai-small|OPEXEngine", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "OPEXEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "They also acquired **OPEXEngine** to offer SaaS-specific benchmarking for technology peers."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|zai-small|KPMG", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Frequently cited as the top choice for teams needing decision-grade IT spending and staffing baselines."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|zai-small|PwC (PricewaterhouseCoopers)", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC (PricewaterhouseCoopers)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Governance and cross-functional performance analysis."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|zai-small|Boston Consulting Group (BCG)", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Boston Consulting Group (BCG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Focuses on \"best demonstrated practices\" rather than just data points."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|zai-small|Gartner", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "They possess the industry's largest database of IT key metrics (4,000+ data points) and maturity diagnostics."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|zai-small|Forrester", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Forrester", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Famous for the \"Forrester Wave\" methodology, which evaluates vendors against a defined set of criteria."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l3|zai-small|IDC (International Data Corporation)", "prompt": "c189-l3", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IDC (International Data Corporation)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Uses the **IDC MarketScape** methodology, which plots vendors on axes of \"Completeness of Vision\" and \"Ability to Execute.\""}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|alibaba-small|Payscale", "prompt": "c189-l4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Payscale (Enterprise/Elite Tier)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|alibaba-small|Salary.com", "prompt": "c189-l4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Salary.com"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|alibaba-small|Pave", "prompt": "c189-l4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Providers to Approach with Caution ... costs will scale unpredictably"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|alibaba-small|Radford / Mercer", "prompt": "c189-l4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford / Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they typically price based on **employee headcount bands**. Your cost will jump significantly"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|anthropic-small|Mercer", "prompt": "c189-l4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For large firms or multinationals needing deep, credible data, Mercer provides robust benchmarking... However, Mercer's tools can be expensive, pricing is often custom and sometimes prohibitive"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|anthropic-small|Payscale (MarketPay & CompAnalyst)", "prompt": "c189-l4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale (MarketPay & CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise teams should evaluate Payscale... one of the largest US HR-reported datasets for broad coverage across industries"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|anthropic-small|Beqom", "prompt": "c189-l4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Beqom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "making it best suited for global enterprises operating across multiple sectors"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|anthropic-small|Pave's Market Data Pro", "prompt": "c189-l4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave's Market Data Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For predictable total cost across thousands of users, Pave's Market Data Pro... This platform specifically addresses the cost visibility concern you mentioned."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|challenger-small|Ravio", "prompt": "c189-l4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit from these results is **Ravio** if you want a subscription-style, HRIS-integrated benchmarking platform"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|challenger-small|Mercer", "prompt": "c189-l4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mercer** is the most consistently recommended alternative, but it is typically less predictable in total cost"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|deepseek-small|Pave (Market Data Pro — enterprise tier)", "prompt": "c189-l4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave (Market Data Pro — enterprise tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave's enterprise tier (Market Data Pro)** is the strongest overall choice"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|deepseek-small|SalaryCube", "prompt": "c189-l4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **SalaryCube** as a close US-focused alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|deepseek-small|Mercer (WIN)", "prompt": "c189-l4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer (WIN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for large global/multinational enterprises; the data wealth standard."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|deepseek-small|Radford / Aon", "prompt": "c189-l4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford / Aon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "go with **Mercer** or **Radford/Aon**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|deepseek-small|Korn Ferry Pay", "prompt": "c189-l4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Korn Ferry Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong global surveys with the Hay methodology."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|deepseek-small|PayScale", "prompt": "c189-l4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "PayScale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to avoid for your use case ... **PayScale** (~$4–7/employee/month)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|deepseek-small|Salary.com CompAnalyst", "prompt": "c189-l4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to avoid for your use case ... **Salary.com CompAnalyst** (~$3–8/employee/month)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|google-small|Salary.com (SalaryIQ / CompAnalyst)", "prompt": "c189-l4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com (SalaryIQ / CompAnalyst)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pave** (for tech/equity-heavy roles) or **Salary.com's SalaryIQ** (for traditional corporate structures) will give you the most predictable flat-rate TCO"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|google-small|Pave (Market Data Pro)", "prompt": "c189-l4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave (Market Data Pro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pave** (for tech/equity-heavy roles) or **Salary.com's SalaryIQ** ... will give you the most predictable flat-rate TCO"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|google-small|SalaryCube", "prompt": "c189-l4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It offers a predictable, flat-rate enterprise tier with **unlimited data access and reporting**."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|google-small|Mercer", "prompt": "c189-l4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "purchasing flat-rate survey data from **WTW or Mercer** and loading it into your existing HCM is the industry-standard way"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|google-small|WTW (Willis Towers Watson)", "prompt": "c189-l4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "WTW (Willis Towers Watson)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "purchasing flat-rate survey data from **WTW or Mercer** and loading it into your existing HCM is the industry-standard way"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|google-small|Aon (Radford)", "prompt": "c189-l4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Aon (Radford)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Legacy Providers: Mercer, WTW (Willis Towers Watson), or Aon (Radford)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|meta-small|Mercer (Comptryx)", "prompt": "c189-l4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer (Comptryx)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top providers mentioned include Mercer (Comptryx), which is ideal for large global enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|minimax-small|Mercer", "prompt": "c189-l4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mercer or Radford** - Traditional survey providers offer the most predictable flat-fee model"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|minimax-small|Radford", "prompt": "c189-l4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Mercer or Radford** - Traditional survey providers offer the most predictable flat-fee model"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|minimax-small|WTW", "prompt": "c189-l4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "WTW", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**WTW Data Services** - Enterprise agreements with predictable annual costs"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|minimax-small|Pave", "prompt": "c189-l4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pave | Per-employee | $480K-$1.2M ... **Avoid per-employee pricing** if cost predictability is your top priority"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|minimax-small|OpenComp", "prompt": "c189-l4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Negotiate flat-fee enterprise deals** with Pave or OpenComp if you prefer modern software"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|minimax-small|Lattice Compensate", "prompt": "c189-l4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Lattice Compensate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "$6/user/month with $4K minimum (more predictable at scale)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|mistral-small|Mercer", "prompt": "c189-l4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "their costs are often five figures per year and can vary based on scope and custom reports"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|mistral-small|Willis Towers Watson", "prompt": "c189-l4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Willis Towers Watson", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their costs are often five figures per year and can vary based on scope"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|mistral-small|Aon", "prompt": "c189-l4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Aon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their costs are often five figures per year and can vary based on scope"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|mistral-small|Korn Ferry", "prompt": "c189-l4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Korn Ferry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their costs are often five figures per year and can vary based on scope"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|mistral-small|Ravio", "prompt": "c189-l4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Ravio, for example, starts at £5,000 per year for a 500-person company and scales predictably with user count"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|mistral-small|Pave", "prompt": "c189-l4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "HRIS-integrated platforms with subscription pricing (like Ravio, Pave, or Carta) are likely the best fit"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|mistral-small|Carta", "prompt": "c189-l4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "HRIS-integrated platforms with subscription pricing (like Ravio, Pave, or Carta) are likely the best fit"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|moonshot-small|Payscale (Elite/Enterprise Tier)", "prompt": "c189-l4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale (Elite/Enterprise Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Payscale Elite/Enterprise** or **Salary.com Enterprise** — both offer: Site-wide/unlimited user licensing models"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|moonshot-small|Salary.com (CompAnalyst/PayFactors)", "prompt": "c189-l4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com (CompAnalyst/PayFactors)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Payscale Elite/Enterprise** or **Salary.com Enterprise** — both offer: Site-wide/unlimited user licensing models"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|moonshot-small|Radford (Aon)", "prompt": "c189-l4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford (Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Industry gold standard for specialized sectors; often includes organization-wide access... Premium pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|moonshot-small|Mercer / Willis Towers Watson", "prompt": "c189-l4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer / Willis Towers Watson", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Global enterprises with broad industry coverage needs... less transparent pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|moonshot-small|Levels.fyi", "prompt": "c189-l4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Per-seat pricing models (like Levels.fyi, which charges $800–$4,000/month for limited licenses)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|openai-small|Mercer", "prompt": "c189-l4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best bet for predictable enterprise pricing:** **Mercer**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|openai-small|Salary.com", "prompt": "c189-l4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then **Salary.com** is worth a close look"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|openai-small|Payscale", "prompt": "c189-l4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cost predictability may require a sales quote:** **Payscale** ... don't clearly show a simple flat, all-users pricing model for large deployments"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|xai-small|Radford (Aon)", "prompt": "c189-l4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford (Aon)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation**: Start with **Radford** if tech-heavy"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|xai-small|Mercer", "prompt": "c189-l4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Traditional salary survey providers like Radford (Aon), Mercer, and Willis Towers Watson (WTW) are typically the best fit"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|xai-small|Willis Towers Watson (WTW)", "prompt": "c189-l4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "typically the best fit for large companies needing predictable total costs"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|xai-small|Levels.fyi", "prompt": "c189-l4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Levels.fyi/Salary.com: Tiered per license/mo, unpredictable at scale."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|xai-small|Payscale", "prompt": "c189-l4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid for predictability**: HRIS-integrated SaaS like Ravio/Payscale/Pave"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|xai-small|Ravio", "prompt": "c189-l4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid for predictability**: HRIS-integrated SaaS like Ravio/Payscale/Pave"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|xai-small|Pave", "prompt": "c189-l4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid for predictability**: HRIS-integrated SaaS like Ravio/Payscale/Pave"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|xai-small|Salary.com", "prompt": "c189-l4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Levels.fyi/Salary.com: Tiered per license/mo, unpredictable at scale."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|zai-small|Salary.com (CompAnalyst)", "prompt": "c189-l4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your primary goal is knowing exactly what your software spend will be before you sign the contract, Salary.com is the best choice."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|zai-small|Mercer", "prompt": "c189-l4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mercer \\u2014 Best for Data Depth and \"Per-Job\" Pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l4|zai-small|Payscale", "prompt": "c189-l4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their data is a mix of crowdsourced and HR-reported data, which can sometimes be less granular than pure proprietary surveys for niche executive roles"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|deepseek-small|Mercer TRS", "prompt": "c189-l5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer TRS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Mercer (TRS / Benchmark Database)** — large global, employer-submitted data, participation-based discount."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|deepseek-small|Radford/Aon", "prompt": "c189-l5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Radford/Aon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Radford (Aon)** — deep tech & life sciences specialization (good fit if you're in those sectors)."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|deepseek-small|Culpepper", "prompt": "c189-l5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Culpepper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "many providers (Mercer TRS, Radford/Aon, Culpepper) require you to **submit your own employee compensation data**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|deepseek-small|CompAnalyst (Salary.com)", "prompt": "c189-l5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "CompAnalyst (Salary.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Salary.com CompAnalyst** — broad coverage, SOC 2, strong HRIS integrations."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|deepseek-small|HR Datahub / SalaryCube-style", "prompt": "c189-l5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "HR Datahub / SalaryCube-style", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "live job-market data, no submission required, better for faster-moving roles (but less defensible peer data)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|google-small|Mercer", "prompt": "c189-l5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Traditional Surveys (e.g., Mercer, Aon/Radford): Data is submitted annually and heavily vetted."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|google-small|Aon/Radford", "prompt": "c189-l5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Aon/Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Traditional Surveys (e.g., Mercer, Aon/Radford): Data is submitted annually and heavily vetted."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|google-small|Pave", "prompt": "c189-l5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Real-time / API-based platforms (e.g., Pave, Ravio, Figures): These pull data directly from HRIS integrations."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|google-small|Ravio", "prompt": "c189-l5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Real-time / API-based platforms (e.g., Pave, Ravio, Figures)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|google-small|Figures", "prompt": "c189-l5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Real-time / API-based platforms (e.g., Pave, Ravio, Figures)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|moonshot-small|Mercer", "prompt": "c189-l5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Global coverage, consulting services, established enterprise relationships | Traditional survey model; verify digital platform security"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|moonshot-small|Radford (Aon)", "prompt": "c189-l5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Radford (Aon)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tech/life sciences specialization, quarterly updates | Part of Aon—verify SOC 2 scope covers compensation data services"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|moonshot-small|Willis Towers Watson", "prompt": "c189-l5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Willis Towers Watson", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Governance-heavy enterprises, detailed methodology | Strong on compliance; confirm SSO/SCIM capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|moonshot-small|Payscale/Salary.com", "prompt": "c189-l5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale/Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Software-first, real-time data | Verify enterprise-grade security vs. self-serve tiers"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|moonshot-small|Ravio", "prompt": "c189-l5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "May need deeper SOC 2/SSO due diligence as newer vendors"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|moonshot-small|OpenComp", "prompt": "c189-l5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "OpenComp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "May need deeper SOC 2/SSO due diligence as newer vendors"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|xai-small|Payscale", "prompt": "c189-l5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist 3-5 (e.g., Payscale/Salary.com for broad US coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|xai-small|Salary.com", "prompt": "c189-l5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Payscale/Salary.com for broad US coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|xai-small|Ravio", "prompt": "c189-l5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Figures/Ravio for global/EU"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|xai-small|Figures", "prompt": "c189-l5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Figures/Ravio for global/EU"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|xai-small|SalaryCube", "prompt": "c189-l5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Daily (e.g., SalaryCube via payroll feeds)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|xai-small|Mercer", "prompt": "c189-l5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Mercer/Radford for deep enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|xai-small|Radford/Aon", "prompt": "c189-l5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Radford/Aon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Mercer/Radford for deep enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|xai-small|Comprehensive.io", "prompt": "c189-l5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Comprehensive.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Top providers like Payscale, Salary.com, Ravio, Figures, SalaryCube, Mercer, Radford/Aon, and Comprehensive.io often meet enterprise needs"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|xai-small|Pave", "prompt": "c189-l5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "real-time HRIS pulls (Ravio, Pave)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|zai-small|Glassdoor/Indeed", "prompt": "c189-l5", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Glassdoor/Indeed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "\"We use scraped data from Glassdoor/Indeed\": Too noisy for enterprise."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|zai-small|Salary.com (CompAnalyst)", "prompt": "c189-l5", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Massive US dataset, strong SOC 2, HRIS integrations."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|zai-small|Mercer / Willis Towers Watson", "prompt": "c189-l5", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer / Willis Towers Watson", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Industry standard for executive and global surveys."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|zai-small|Payscale", "prompt": "c189-l5", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good for general mapping, but requires careful peer-group filtering for enterprise rigor."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l5|zai-small|Ravio / Figures", "prompt": "c189-l5", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio / Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for European/global markets and HRIS-integrated live data."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|alibaba-small|Glassdoor", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "they lack the rigor required for high-stakes strategy... The Risk: Selection Bias."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|alibaba-small|Payscale", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they lack the rigor required for high-stakes strategy... The Risk: Selection Bias."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|alibaba-small|LinkedIn Salary", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "LinkedIn Salary", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples: Glassdoor, Payscale, LinkedIn Salary, Indeed Insights... they lack the rigor required for high-stakes strategy"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|alibaba-small|Indeed Insights", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Indeed Insights", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Using these benchmarks for executive compensation or specialized R&D roles can result in significant underpayment or talent attrition."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|alibaba-small|Mercer", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Human Capital: Mercer / Willis Towers Watson (WTW) / Aon (formerly Hewitt)."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|alibaba-small|WTW", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "WTW", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Human Capital: Mercer / Willis Towers Watson (WTW) / Aon (formerly Hewitt)."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|alibaba-small|Gartner", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Gartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Technology/IT: Gartner / IDC / Forrester."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|alibaba-small|Aon", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Aon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Human Capital: Mercer / Willis Towers Watson (WTW) / Aon (formerly Hewitt)."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|alibaba-small|IDC", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "IDC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Technology/IT: Gartner / IDC / Forrester."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|alibaba-small|Forrester", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Forrester", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Technology/IT: Gartner / IDC / Forrester."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|alibaba-small|Deloitte", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Supply Chain/Operations: Deloitte / Accenture / McKinsey."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|alibaba-small|Accenture", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Accenture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Supply Chain/Operations: Deloitte / Accenture / McKinsey."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|alibaba-small|McKinsey", "prompt": "c189-l6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "McKinsey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Supply Chain/Operations: Deloitte / Accenture / McKinsey."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|anthropic-small|ICONIQ", "prompt": "c189-l6", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "ICONIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some reports like the ICONIQ benchmarking report focus primarily on top quartile benchmarks (75th percentile and above), and sometimes inconsistently switch a chart's orientation"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|deepseek-small|Gartner", "prompt": "c189-l6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Gartner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious with large analyst firms (Gartner, Forrester, IDC, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|deepseek-small|Forrester", "prompt": "c189-l6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Forrester", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious with large analyst firms (Gartner, Forrester, IDC, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|deepseek-small|IDC", "prompt": "c189-l6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "IDC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious with large analyst firms (Gartner, Forrester, IDC, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|google-small|Gartner", "prompt": "c189-l6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Gartner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprises must be cautious about relying solely on their data for specialized, granular, or transactional decisions"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|google-small|Forrester", "prompt": "c189-l6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Forrester", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The \"Double-Agent\" Mega-Analysts (e.g., Gartner, Forrester) ... their objectivity can be compromised"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|google-small|ISG", "prompt": "c189-l6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "ISG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they carry a structural bias that enterprises must account for"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|google-small|Avasant", "prompt": "c189-l6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Avasant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Firms like Information Services Group (ISG) or Avasant ... carry a structural bias that enterprises must account for"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|google-small|Mercer", "prompt": "c189-l6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Rigid, Legacy Compensation Benchmarkers (e.g., Mercer, Willis Towers Watson, Radford) ... caution is required"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|google-small|Willis Towers Watson", "prompt": "c189-l6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Willis Towers Watson", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Significant Data Lag: Legacy salary surveys operate on annual or semi-annual collection and publication cycles"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|google-small|Radford", "prompt": "c189-l6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Rigid Job Leveling: Legacy providers force your organization into rigid, standardized job-matching codes"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|google-small|APQC", "prompt": "c189-l6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "APQC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Organizations like the **APQC** ... offer open, highly structured, member-driven process databases that are free of vendor-sponsorship bias"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|meta-small|Deloitte", "prompt": "c189-l6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top benchmarking providers for large enterprises include Deloitte, PwC, Mercer, and KPMG."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|meta-small|PwC", "prompt": "c189-l6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "PwC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top benchmarking providers for large enterprises include Deloitte, PwC, Mercer, and KPMG."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|meta-small|Mercer", "prompt": "c189-l6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top benchmarking providers for large enterprises include Deloitte, PwC, Mercer, and KPMG."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|meta-small|KPMG", "prompt": "c189-l6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "KPMG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top benchmarking providers for large enterprises include Deloitte, PwC, Mercer, and KPMG."}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|mistral-small|Chatbot Arena", "prompt": "c189-l6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Chatbot Arena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "large enterprises should be cautious about or avoid the following types of benchmarking providers: 1. **Crowdsourced Benchmarking Platforms (e.g., Chatbot Arena, LMArena, UserBenchmark)**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|mistral-small|LMArena", "prompt": "c189-l6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "LMArena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Crowdsourced Benchmarking Platforms (e.g., Chatbot Arena, LMArena, UserBenchmark)... can be manipulated or gamed by interested parties"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|mistral-small|UserBenchmark", "prompt": "c189-l6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "UserBenchmark", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "UserBenchmark faced widespread backlash for inaccurate ratings and was accused of adjusting its system to favor certain products"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|mistral-small|Deloitte", "prompt": "c189-l6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Deloitte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "opt for established, audit-ready providers with strong reputations for compliance, governance, and defensible data (e.g., Deloitte, KPMG, Bain, Oxera)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|mistral-small|KPMG", "prompt": "c189-l6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "KPMG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "opt for established, audit-ready providers ... (e.g., Deloitte, KPMG, Bain, Oxera)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|mistral-small|Bain", "prompt": "c189-l6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Bain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "opt for established, audit-ready providers ... (e.g., Deloitte, KPMG, Bain, Oxera)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|mistral-small|Oxera", "prompt": "c189-l6", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Oxera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "opt for established, audit-ready providers ... (e.g., Deloitte, KPMG, Bain, Oxera)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|moonshot-small|Gartner (Magic Quadrant)", "prompt": "c189-l6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Gartner (Magic Quadrant)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Pay-to-play allegations**: Vendors pay for \"analyst relations\" services, creating potential conflicts of interest"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|moonshot-small|Forrester (Wave)", "prompt": "c189-l6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Forrester (Wave)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Similar vendor revenue model as Gartner ... **Methodology limitations**: Checklist-based evaluations may miss paradigm shifts"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|moonshot-small|IDC (MarketScape)", "prompt": "c189-l6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "IDC (MarketScape)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Vendor revenue dependency**: 60-70% of revenue reportedly comes from technology vendors"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|moonshot-small|G2 Crowd", "prompt": "c189-l6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "G2 Crowd", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Review authenticity issues**: Reddit and Trustpilot users flag suspicious review spikes"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|moonshot-small|Capterra", "prompt": "c189-l6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Capterra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Now owned by G2 (acquired January 2026) — reduces independence"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|moonshot-small|TrustRadius", "prompt": "c189-l6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "TrustRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**\"Bait and switch\" review process**: Users report lengthy reviews (1+ hours) rejected after submission"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|xai-small|Deloitte", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Deloitte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "reputable ones like Deloitte, PwC, Bain, BCG, and Hackett Group consistently rank highly in 2026 reviews for enterprise-grade services"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|xai-small|PwC", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "PwC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "reputable ones like Deloitte, PwC, Bain, BCG, and Hackett Group consistently rank highly"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|xai-small|Bain", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Bain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "reputable ones like Deloitte, PwC, Bain, BCG, and Hackett Group consistently rank highly"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|xai-small|BCG", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "BCG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "reputable ones like Deloitte, PwC, Bain, BCG, and Hackett Group consistently rank highly"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|xai-small|Hackett Group", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Hackett Group", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "meaningless for differentiated services (e.g., internal support vs. Hackett-style financial aggregates)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|xai-small|SPEC", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "SPEC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prioritize independent audits (e.g., SPEC for hardware)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|xai-small|TPC", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "TPC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "IT/Hardware Benchmarking (e.g., Performance Suites like SPEC, TPC)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|xai-small|BAPCo", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "BAPCo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "enterprises should verify independence and avoid sole reliance for procurement"}, {"id": "mai-20260918-0021-calibration_b-2|c189-l6|xai-small|Oracle", "prompt": "c189-l6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Criticized for cherry-picking configs/unrealistic workloads"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|alibaba-small|Radford (by Amity)", "prompt": "c189-m1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (by Amity)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with Radford (Amity) if you are a SaaS/Tech company with >$10M ARR and need to benchmark engineers and founders."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|alibaba-small|Payscale", "prompt": "c189-m1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with Payscale if you have a general B2B workforce (Sales/Ops) and need a balance of accuracy and affordability."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|alibaba-small|Mercer", "prompt": "c189-m1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with Mercer/WTW if you have a budget over $50k/year and require a holistic benefits package review"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|alibaba-small|Willis Towers Watson (WTW)", "prompt": "c189-m1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with Mercer/WTW if you have a budget over $50k/year"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|alibaba-small|Aon", "prompt": "c189-m1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Aon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "These firms offer the deepest historical data and can tailor studies specifically to your niche"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|alibaba-small|Robert Half Salary Guide", "prompt": "c189-m1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Robert Half Salary Guide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "widely regarded as accurate for functional areas like Accounting, Finance, IT, and Marketing"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|alibaba-small|CompAnalyst", "prompt": "c189-m1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "their digital counterpart, **CompAnalyst**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|anthropic-small|CaptivateIQ", "prompt": "c189-m1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "CaptivateIQ is built for mid-market companies (200-2,000 employees) that want a single platform for real-time benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|anthropic-small|Payscale", "prompt": "c189-m1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Payscale is the most widely recognized name in compensation data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|anthropic-small|Comprehensive", "prompt": "c189-m1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Comprehensive is best for mid-market and enterprise HR teams running compensation cycles and benchmarking in one system"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|anthropic-small|Ravio", "prompt": "c189-m1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ravio is best for mid-market and growth-stage companies building real comp philosophies"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|anthropic-small|Lattice", "prompt": "c189-m1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lattice sources compensation data via a third-party Mercer partnership and is ideal for mid-market teams that need basic compensation coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|challenger-small|Payscale", "prompt": "c189-m1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Payscale** is usually the safest all-around pick for a mid-market B2B company"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|challenger-small|Salary.com CompAnalyst", "prompt": "c189-m1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want straightforward market pricing and pay-range building with accessible pricing and broad role coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|challenger-small|Ravio", "prompt": "c189-m1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your company is tech-forward, growth-stage, or needs fresher benchmark data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|challenger-small|Mercer", "prompt": "c189-m1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global enterprise depth or regulated industries | **Mercer** or **Radford**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|challenger-small|Radford", "prompt": "c189-m1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Global enterprise depth or regulated industries | **Mercer** or **Radford**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|challenger-small|Brightmine", "prompt": "c189-m1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Brightmine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "UK-focused benchmarking plus compliance content | **Brightmine**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|deepseek-small|Payscale / Payscale Ascent", "prompt": "c189-m1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale / Payscale Ascent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Payscale (or Payscale Ascent) is the safest default**—it offers the broadest, most defensible data at mid-market price points"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|deepseek-small|Pave", "prompt": "c189-m1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your company is **tech/SaaS-heavy** ... **Pave** gives you fresher, more relevant real-time data for those roles"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|deepseek-small|Mercer (and Radford/Aon)", "prompt": "c189-m1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer (and Radford/Aon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Limitation:** expensive (tens of thousands/year), annual survey cycles that can lag fast-moving markets by 6–12 months"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|deepseek-small|SalaryCube", "prompt": "c189-m1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SalaryCube / Salary.com CompAnalyst** also worth shortlisting"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|deepseek-small|Salary.com CompAnalyst", "prompt": "c189-m1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other credible options for mid-market include **Salary.com CompAnalyst** (good for job architecture and filtering by size/industry/geo)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|deepseek-small|Brightmine (formerly XpertHR)", "prompt": "c189-m1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Brightmine (formerly XpertHR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "and **Brightmine (formerly XpertHR)**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|deepseek-small|Culpepper", "prompt": "c189-m1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Culpepper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "lower-cost check against Radford/Culpepper"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|google-small|Pave", "prompt": "c189-m1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave (Best Overall for B2B Tech/SaaS)... If you are a modern B2B tech or SaaS company, start your evaluation with Pave."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|google-small|Radford (by Aon)", "prompt": "c189-m1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (by Aon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The Catch: It requires manual participation... has an inherent data lag, and can be quite expensive and complex to navigate without a dedicated compensation manager."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|google-small|Payscale (Insight Lab / MarketPay)", "prompt": "c189-m1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale (Insight Lab / MarketPay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you are a general B2B firm with various operations, sales, and administrative roles, request a demo for Payscale Insight Lab."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|google-small|Salary.com (CompAnalyst)", "prompt": "c189-m1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Traditional job Families & Job Architecture... provides the best structural tools to do so."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|google-small|SalaryCube", "prompt": "c189-m1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Budget-Friendly Modern Option... one of the most cost-effective options on the market."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|google-small|Carta Total Comp", "prompt": "c189-m1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Carta Total Comp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Pave** (or **Carta Total Comp**)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|meta-small|Payscale", "prompt": "c189-m1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best salary benchmarking data provider for a mid-market B2B company is Payscale"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|meta-small|SalaryCube", "prompt": "c189-m1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include SalaryCube, which provides real-time U.S. payroll data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|meta-small|Payfactors", "prompt": "c189-m1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payfactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Payfactors, which offers a consolidated library"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|meta-small|Pave", "prompt": "c189-m1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "with Pave as the real-time check"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|minimax-small|Payscale", "prompt": "c189-m1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Payscale** or **Ravio** would be the strongest starting points"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|minimax-small|SalaryCube", "prompt": "c189-m1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for**: U.S. mid-market to enterprise needing real-time market data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|minimax-small|Ravio", "prompt": "c189-m1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Payscale** or **Ravio** would be the strongest starting points"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|minimax-small|Salary.com CompAnalyst", "prompt": "c189-m1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Combined benchmarking and comp management, quicker to implement"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|minimax-small|Mercer", "prompt": "c189-m1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "mid-market solutions typically more affordable than enterprise-level like Mercer or Radford"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|minimax-small|Radford", "prompt": "c189-m1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "mid-market solutions typically more affordable than enterprise-level like Mercer or Radford"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|minimax-small|Payfactors", "prompt": "c189-m1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payfactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "use a combination approach (e.g., Payfactors for consolidated library with Pave for real-time checks)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|minimax-small|Pave", "prompt": "c189-m1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Payfactors for consolidated library with Pave for real-time checks"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|mistral-small|SalaryCube", "prompt": "c189-m1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SalaryCube** stands out for its real-time, US-focused data and mid-market-friendly pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|mistral-small|Payfactors (now part of Pave)", "prompt": "c189-m1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payfactors (now part of Pave)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Payfactors/Pave** is a strong alternative for those wanting consolidated, real-time benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|mistral-small|Mercer", "prompt": "c189-m1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without the high cost of enterprise providers like Mercer or Radford"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|mistral-small|Radford", "prompt": "c189-m1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "without the high cost of enterprise providers like Mercer or Radford"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|mistral-small|Payscale", "prompt": "c189-m1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "recommended if a named survey is required... though they may be more expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|mistral-small|Salary.com", "prompt": "c189-m1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need named surveys, **Payscale** or **Salary.com** are reliable choices."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|mistral-small|Ravio", "prompt": "c189-m1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ideal for mid-market teams already using their people management platform"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|moonshot-small|Payscale (CompAnalyst)", "prompt": "c189-m1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale (CompAnalyst)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Payscale (CompAnalyst) — Best Overall for Mid-Market"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|moonshot-small|SalaryCube", "prompt": "c189-m1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Payscale** or **SalaryCube** for most mid-market B2B companies"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|moonshot-small|Pave", "prompt": "c189-m1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for VC-Backed Tech Companies... Note: Database is smaller than traditional survey providers"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|moonshot-small|Mercer", "prompt": "c189-m1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Enterprise Precision... Consideration: Higher cost, survey participation often required"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|moonshot-small|Radford (Aon)", "prompt": "c189-m1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Tech & Life Sciences... Requires survey participation for full access"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|openai-small|Payscale", "prompt": "c189-m1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best single provider is usually Payscale**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|openai-small|Mercer", "prompt": "c189-m1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "pair it with **Mercer or WTW/Radford**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|openai-small|WTW", "prompt": "c189-m1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "WTW", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mercer, WTW, or Radford** are often preferred for deep survey libraries"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|openai-small|Radford", "prompt": "c189-m1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mercer, WTW, or Radford** are often preferred for deep survey libraries"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|xai-small|Payscale (including CompAnalyst/MarketPay)", "prompt": "c189-m1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale (including CompAnalyst/MarketPay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick: Payscale (including CompAnalyst/MarketPay)**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|xai-small|Pave", "prompt": "c189-m1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're VC-backed B2B SaaS, try **Pave** (real-time, equity-strong, tech-focused)."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|xai-small|Salary.com (CompAnalyst)", "prompt": "c189-m1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for structured salary bands, AI job matching, and traditional HR teams in mid-market B2B."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|xai-small|SalaryCube", "prompt": "c189-m1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stands out in multiple 2026 guides as top for US mid-market (200-5K employees)."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|xai-small|Ravio", "prompt": "c189-m1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Real-time, employer-sourced, good for tech-enabled B2B with equity/pay equity needs"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|xai-small|Mercer/Radford/WTW", "prompt": "c189-m1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer/Radford/WTW", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Enterprise options like Mercer/Radford/WTW** are often too pricey/slow for mid-market"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|xai-small|BLS/Indeed", "prompt": "c189-m1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "BLS/Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Free-ish options like BLS/Indeed work for basics but lack depth for benchmarking."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|zai-small|SalaryCube", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SalaryCube – best all‑round for U.S. mid‑market"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|zai-small|Pave", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pave – best for tech‑heavy or VC‑backed B2B SaaS"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|zai-small|Payscale (Ascent)", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale (Ascent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Payscale (Ascent) – best broad, multi‑industry coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|zai-small|Mercer", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher cost and annual refresh cycles; may be overkill for mid‑market"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|zai-small|Radford (Aon)", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford (Aon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overkill for a mid‑market B2B company unless you have complex governance"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|zai-small|Korn Ferry", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Korn Ferry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Higher cost and annual refresh cycles; may be overkill for mid‑market"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m1|zai-small|Willis Towers Watson", "prompt": "c189-m1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Willis Towers Watson", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Higher cost and annual refresh cycles; may be overkill for mid‑market"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|alibaba-small|Payscale", "prompt": "c189-m2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Payscale if you want a modern, fast, and cost-effective tool that solves 90% of the problems for a mid-sized firm."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|alibaba-small|Mercer", "prompt": "c189-m2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Mercer/WTW if you have a large HR department... Note: Expect a higher price tag"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|alibaba-small|Willis Towers Watson (WTW)", "prompt": "c189-m2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Gold Standard\" for Structured Pay: Willis Towers Watson (WTW) or Mercer"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|alibaba-small|Aon (Radford)", "prompt": "c189-m2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Aon (Radford)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Aon’s Radford Survey is the gold standard specifically for technology benchmarks."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|alibaba-small|Culpepper", "prompt": "c189-m2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Culpepper is another option known for being faster and more transparently priced for tech-specific data."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|alibaba-small|ERI", "prompt": "c189-m2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "ERI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Add a geographic component (like ERI or Salary.com)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|alibaba-small|Salary.com", "prompt": "c189-m2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Add a geographic component (like ERI or Salary.com)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|anthropic-small|Payscale", "prompt": "c189-m2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Supplementing with **Payscale or Salary.com** for role-specific benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|anthropic-small|Salary.com", "prompt": "c189-m2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Supplementing with **Payscale or Salary.com** for role-specific benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|anthropic-small|Glassdoor", "prompt": "c189-m2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Starting with **free/low-cost sources** (BLS, LinkedIn, Glassdoor) to get baseline data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|anthropic-small|Bureau of Labor Statistics (BLS)", "prompt": "c189-m2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Bureau of Labor Statistics (BLS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers free, authoritative wage data by industry and occupation, though less granular than private surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|anthropic-small|LinkedIn Salary", "prompt": "c189-m2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "LinkedIn Salary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Starting with **free/low-cost sources** (BLS, LinkedIn, Glassdoor) to get baseline data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|anthropic-small|Robert Half", "prompt": "c189-m2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Robert Half", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Organizations like Robert Half (for finance/accounting/tech)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|anthropic-small|Kennedy Information", "prompt": "c189-m2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Kennedy Information", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Kennedy Information, or your industry association often publish specialized surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|anthropic-small|Mercer", "prompt": "c189-m2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Premium consulting firms that provide detailed benchmark surveys, particularly useful if you want customized analysis"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|anthropic-small|Willis Towers Watson", "prompt": "c189-m2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Premium consulting firms that provide detailed benchmark surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|anthropic-small|Aon", "prompt": "c189-m2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Aon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Premium consulting firms that provide detailed benchmark surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|challenger-small|Payscale", "prompt": "c189-m2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best general pick for a US mid-sized B2B company:** **Payscale** or **Salary.com**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|challenger-small|Salary.com", "prompt": "c189-m2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best general pick for a US mid-sized B2B company:** **Payscale** or **Salary.com**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|challenger-small|Mercer", "prompt": "c189-m2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "only if you have a more enterprise, global, or specialized industry need"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|challenger-small|WTW", "prompt": "c189-m2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WTW", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you operate globally or need enterprise-grade rigor:** **Mercer** or **WTW**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|challenger-small|Radford", "prompt": "c189-m2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you are tech-heavy or highly competitive on talent:** **Radford** or **Ravio**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|challenger-small|Ravio", "prompt": "c189-m2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "sources highlight **Ravio**, **SalaryCube**, and **Comprehensive.io** as better fits for mid-market teams"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|challenger-small|SalaryCube", "prompt": "c189-m2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you want near-real-time data and lighter implementation:** **SalaryCube** or **Comprehensive.io**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|challenger-small|Comprehensive.io", "prompt": "c189-m2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best if you want near-real-time data and lighter implementation:** **SalaryCube** or **Comprehensive.io**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|deepseek-small|Payscale (Payfactors/Ascent)", "prompt": "c189-m2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale (Payfactors/Ascent)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Payscale is the strongest overall fit for a mid-sized B2B company."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|deepseek-small|Culpepper", "prompt": "c189-m2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: Culpepper (if you want true survey data)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|deepseek-small|CompData Surveys", "prompt": "c189-m2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CompData Surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A Compact, Budget-Friendlier Option: CompData Surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|deepseek-small|Mercer Benchmark Database", "prompt": "c189-m2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Benchmark Database", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these are usually **overkill and overpriced**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|deepseek-small|Radford (Aon)", "prompt": "c189-m2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (Aon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these are usually **overkill and overpriced**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|deepseek-small|Pave", "prompt": "c189-m2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Optionally **Pave or SalaryCube** as a real-time, software-first \"second opinion\""}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|deepseek-small|SalaryCube", "prompt": "c189-m2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Optionally **Pave or SalaryCube** as a real-time, software-first \"second opinion\""}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|google-small|Radford Global Technology Survey (by Aon)", "prompt": "c189-m2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford Global Technology Survey (by Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Radford is the undisputed \"gold standard\" for the tech and B2B SaaS sectors."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|google-small|Pave", "prompt": "c189-m2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "These are modern, real-time compensation benchmarking platforms."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|google-small|Carta Total Comp", "prompt": "c189-m2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Carta Total Comp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "These are modern, real-time compensation benchmarking platforms."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|google-small|Culpepper Compensation Surveys", "prompt": "c189-m2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper Compensation Surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Culpepper offers exceptional value for mid-market companies."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|google-small|Mercer (US General Industry Database)", "prompt": "c189-m2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer (US General Industry Database)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "These are industry titans with unmatched database sizes."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|google-small|WTW (Willis Towers Watson)", "prompt": "c189-m2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WTW (Willis Towers Watson)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "These are industry titans with unmatched database sizes."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|google-small|Payscale (CompAnalyst / Payscale Peer)", "prompt": "c189-m2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale (CompAnalyst / Payscale Peer)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Payscale is specifically built for the mid-market (200–2,000 employees)."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|google-small|Salary.com (CompAnalyst)", "prompt": "c189-m2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Salary.com offers massive data breadth and highly intuitive job-matching tools."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|google-small|The Alexander Group (Sales Compensation Survey)", "prompt": "c189-m2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "The Alexander Group (Sales Compensation Survey)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "They are the premier consultancy and data provider for B2B sales models."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|meta-small|Ravio", "prompt": "c189-m2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Ravio's blog on the 19 best compensation benchmarking companies in 2026."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|meta-small|Comprehensive.io", "prompt": "c189-m2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Comprehensive.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Comprehensive.io's guide on the best compensation benchmarking data sources for 2026, which is suitable for mid-size to large organizations."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|meta-small|Compensation-iQ", "prompt": "c189-m2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Compensation-iQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compensation-iQ's ultimate guide to salary benchmarking survey providers, which is geared towards large and mid-sized companies."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|meta-small|iMercer", "prompt": "c189-m2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "iMercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "iMercer's trusted salary benchmarking surveys, which can be searched online to find the best surveys for specific job benchmarking needs."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|minimax-small|CompData Surveys (Salary.com)", "prompt": "c189-m2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CompData Surveys (Salary.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Choice: CompData Surveys (Salary.com)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|minimax-small|Mercer Benchmark Database", "prompt": "c189-m2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Benchmark Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **Mercer** as a supplement for critical roles"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|minimax-small|Radford (Aon)", "prompt": "c189-m2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (Aon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: Expensive, more suited for tech companies"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|minimax-small|PayScale", "prompt": "c189-m2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "PayScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Less B2B-specific data, more consumer-focused"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|mistral-small|Mercer", "prompt": "c189-m2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercer is a global leader in compensation surveys and offers robust data for mid-sized companies, including industry-specific benchmarks."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|mistral-small|Willis Towers Watson", "prompt": "c189-m2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another top-tier provider, Willis Towers Watson offers comprehensive salary surveys and benchmarking tools that are widely used by mid-market companies."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|mistral-small|Ravio", "prompt": "c189-m2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ravio provides an updated list of the best compensation benchmarking companies in 2026, with guidance on what to look for in a provider"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|moonshot-small|Payscale", "prompt": "c189-m2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Payscale** for broad market coverage and ease of use"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|moonshot-small|Culpepper", "prompt": "c189-m2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Add Culpepper** if you have technical/professional roles and want deeper industry-specific data at a lower price point"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|moonshot-small|Radford (Aon)", "prompt": "c189-m2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Radford** if you're in B2B SaaS/technology and need the most defensible data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|moonshot-small|Mercer", "prompt": "c189-m2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Avoid:** Traditional \"big three\" (Mercer, WTW, Radford) if you're purely cost-constrained"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|moonshot-small|CompData", "prompt": "c189-m2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CompData", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Specifically designed for 1\\u2013500 employee companies; affordable wage benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|moonshot-small|Salary.com", "prompt": "c189-m2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "All-in-one comp management | Real-time job posting data + traditional benchmarks"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|moonshot-small|Pave", "prompt": "c189-m2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "VC-backed B2B tech/SaaS | Free tier available"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|moonshot-small|WTW", "prompt": "c189-m2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WTW", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Avoid:** Traditional \"big three\" (Mercer, WTW, Radford) if you're purely cost-constrained"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|openai-small|Mercer", "prompt": "c189-m2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary source:** Mercer or WTW"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|openai-small|WTW (Willis Towers Watson)", "prompt": "c189-m2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WTW (Willis Towers Watson)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Primary source:** Mercer or WTW"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|openai-small|Aon", "prompt": "c189-m2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Aon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Aon** - Strong compensation and rewards data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|openai-small|Radford", "prompt": "c189-m2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're a B2B software/SaaS company: add **Radford** or **Comptryx**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|openai-small|Comptryx", "prompt": "c189-m2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Comptryx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Useful for tech and high-growth companies"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|openai-small|Employers Association / local industry surveys", "prompt": "c189-m2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Employers Association / local industry surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sometimes very helpful for non-tech B2B companies"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|xai-small|CompData Surveys (via Salary.com)", "prompt": "c189-m2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CompData Surveys (via Salary.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Specifically tailored for small to mid-sized businesses (1-500 employees), with affordable pricing starting at ~$350 per survey."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|xai-small|PayScale", "prompt": "c189-m2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "PayScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for mid-market US companies needing real-time, broad data from employer-submitted payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|xai-small|SHRM CompAnalyst (Salary.com-powered)", "prompt": "c189-m2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SHRM CompAnalyst (Salary.com-powered)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unlimited access to the largest HR-reported US dataset, customizable by industry, company size, and market."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|xai-small|Pave", "prompt": "c189-m2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For B2B tech/SaaS GTM roles (e.g., sales comp benchmarks). Live data, equity focus"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|xai-small|Ravio", "prompt": "c189-m2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For B2B tech/SaaS GTM roles (e.g., sales comp benchmarks). Live data, equity focus"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|xai-small|Mercer", "prompt": "c189-m2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More enterprise-oriented but useful for precise, global B2B benchmarks... Higher cost"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|xai-small|Radford (Aon)", "prompt": "c189-m2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford (Aon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More enterprise-oriented but useful for precise, global B2B benchmarks (tech/life sciences). Higher cost"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|xai-small|BLS", "prompt": "c189-m2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "BLS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free/Quick Starts: BLS data for basics"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|zai-small|SHRM Compensation Data Center (partnered with Salary.com)", "prompt": "c189-m2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SHRM Compensation Data Center (partnered with Salary.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need broad HR coverage: Start with SHRM or Compdata Max."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|zai-small|Mercer Benchmark Database", "prompt": "c189-m2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Benchmark Database", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: robust, data-rich benchmarks across many industries"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|zai-small|Compdata Max (Salary.com)", "prompt": "c189-m2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Compdata Max (Salary.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you need broad HR coverage: Start with SHRM or Compdata Max."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|zai-small|Pavilion GTM Compensation Benchmarks", "prompt": "c189-m2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pavilion GTM Compensation Benchmarks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're sales or GTM-focused: Use Pavilion + RepVue/Bridge Group."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|zai-small|RepVue", "prompt": "c189-m2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "RepVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use Pavilion + RepVue/Bridge Group"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|zai-small|Bridge Group", "prompt": "c189-m2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Bridge Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Crowdsourced (RepVue) or industry survey-based (Bridge Group)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|zai-small|Tabu.hr (Tabu Benchmark with Companies)", "prompt": "c189-m2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Tabu.hr (Tabu Benchmark with Companies)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want industry-specific or hyper-local data: Choose Compdata Max or Tabu.hr."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|zai-small|Catapult HR Wage & Salary Survey", "prompt": "c189-m2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Catapult HR Wage & Salary Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you want executive benchmarks: Look at Catapult HR or BDO's mid-market report."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m2|zai-small|BDO Mid-Market Compensation Trends Report", "prompt": "c189-m2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "BDO Mid-Market Compensation Trends Report", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for: understanding how compensation varies by mid-market segment"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|alibaba-small|Aon (Radford)", "prompt": "c189-m3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Aon (Radford)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Traditional Giants (Aon, Mercer): Rely on massive peer-survey networks. They are expensive and best for large enterprises setting base salary structures."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|alibaba-small|Mercer (WTW)", "prompt": "c189-m3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Mercer (WTW)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Traditional Giants (Aon, Mercer): Rely on massive peer-survey networks. They are expensive and best for large enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|alibaba-small|Willis Towers Watson", "prompt": "c189-m3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Willis Towers Watson", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top Providers: Aon (Radford), Mercer (WTW), Willis Towers Watson, Pave, Ravio."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|alibaba-small|Pave", "prompt": "c189-m3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Modern Disruptors (Pave, Ravio): Focus heavily on equity, options, and real-time data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|alibaba-small|Ravio", "prompt": "c189-m3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modern providers (like Ravio or Pave) update data in real-time, whereas traditional surveys may only be refreshed annually."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|anthropic-small|Radford", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Traditional salary surveys are run by HR consultancies like Radford, Willis Towers Watson, and Korn Ferry"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|anthropic-small|Willis Towers Watson", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Willis Towers Watson", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "run by HR consultancies like Radford, Willis Towers Watson, and Korn Ferry"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|anthropic-small|Korn Ferry", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Korn Ferry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "run by HR consultancies like Radford, Willis Towers Watson, and Korn Ferry"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|anthropic-small|Carta", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Carta is primarily equity-focused and strongest for US private companies"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|anthropic-small|HiBob", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "HiBob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Several broad HR platforms including HiBob, Lattice, and Workday offer compensation benchmarking as a module"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|anthropic-small|Lattice", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including HiBob, Lattice, and Workday offer compensation benchmarking as a module"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|anthropic-small|Workday", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "including HiBob, Lattice, and Workday offer compensation benchmarking as a module"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|anthropic-small|Mercer", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "licensing data from a traditional survey provider like Mercer"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|anthropic-small|PwC", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "PwC and EY produce audit-friendly summaries with methodology documentation"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|anthropic-small|EY", "prompt": "c189-m3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "PwC and EY produce audit-friendly summaries with methodology documentation"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|Deloitte", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deloitte** is repeatedly described as strongest when you need benchmarking tied to **strategy diagnostics, remediation, transformation roadmaps, and governance**."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|PwC", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PwC** ranks near the top in several categories and is often positioned as a strong all-around **enterprise advisory** option."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|KPMG", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "appears as a strong, practical choice for **corporate, procurement, and utility benchmarking**, often framed as a good balance of capability and cost"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|BCG", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "BCG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BCG** and **Bain** are emphasized for **executive-level comparison**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|Bain", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Bain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BCG** and **Bain** are emphasized for **executive-level comparison**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|Gartner", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Gartner**, **IDC**, and **Forrester** are more **research-led**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|EY", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "EY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deloitte, PwC, KPMG, EY, BCG, Bain, Accenture"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|NielsenIQ", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "NielsenIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**NielsenIQ**, **Kantar**, **GfK**, and **IRI** are more **market-data and consumer/retail-oriented**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|APQC", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "APQC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Gartner, IDC, Forrester, APQC, Computer Economics, NielsenIQ, Kantar, GfK, IRI"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|Accenture", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Accenture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Deloitte, PwC, KPMG, EY, BCG, Bain, Accenture"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|IDC", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IDC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Gartner**, **IDC**, and **Forrester** are more **research-led**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|Forrester", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Forrester", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Gartner**, **IDC**, and **Forrester** are more **research-led**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|Computer Economics", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Gartner, IDC, Forrester, APQC, Computer Economics, NielsenIQ, Kantar, GfK, IRI"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|Kantar", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Kantar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**NielsenIQ**, **Kantar**, **GfK**, and **IRI** are more **market-data and consumer/retail-oriented**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|GfK", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "GfK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**NielsenIQ**, **Kantar**, **GfK**, and **IRI**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|IRI", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IRI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**NielsenIQ**, **Kantar**, **GfK**, and **IRI**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|S&P Global Mobility", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "S&P Global Mobility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "S&P Global Mobility, NERA, Brattle, The Chartis Group"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|NERA", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "NERA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "S&P Global Mobility, NERA, Brattle, The Chartis Group"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|Brattle", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Brattle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "S&P Global Mobility, NERA, Brattle, The Chartis Group"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|challenger-small|The Chartis Group", "prompt": "c189-m3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "The Chartis Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "S&P Global Mobility, NERA, Brattle, The Chartis Group"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|deepseek-small|Mercer", "prompt": "c189-m3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Mercer** | Multi-country coverage | Broad global salary surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|deepseek-small|Radford (Aon)", "prompt": "c189-m3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Radford (Aon)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Radford (Aon)** | Technology & life sciences | Industry's reference for tech comp"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|deepseek-small|Willis Towers Watson", "prompt": "c189-m3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Willis Towers Watson", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Willis Towers Watson** | Global enterprises / governance | Enterprise-grade survey governance"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|deepseek-small|Korn Ferry", "prompt": "c189-m3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Korn Ferry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "executive pay (Korn Ferry)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|deepseek-small|Culpepper", "prompt": "c189-m3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Culpepper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Culpepper** | Financial services, tech surveys | Cheaper when you participate"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|deepseek-small|Payscale", "prompt": "c189-m3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Payscale / Salary.com** | Mid-market, job architecture | Aggregated libraries + software"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|deepseek-small|Salary.com", "prompt": "c189-m3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Payscale / Salary.com** | Mid-market, job architecture | Aggregated libraries + software"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|deepseek-small|ERI", "prompt": "c189-m3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "ERI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**ERI** | Geographic differentials / public sector | Salary geography modeling"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|deepseek-small|Pave", "prompt": "c189-m3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "tech compensation (Radford/Pave)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|deepseek-small|Ravio", "prompt": "c189-m3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "*modern platforms* (Pave, Ravio, SalaryCube) offer real-time, continuously-updated data directly in your HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|deepseek-small|SalaryCube", "prompt": "c189-m3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "*modern platforms* (Pave, Ravio, SalaryCube) offer real-time, continuously-updated data directly in your HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|google-small|Mercer", "prompt": "c189-m3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Mercer is the global generalist powerhouse"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|google-small|Willis Towers Watson [WTW]", "prompt": "c189-m3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Willis Towers Watson [WTW]", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "WTW dominates in corporate and executive compensation"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|google-small|Radford by Aon", "prompt": "c189-m3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Radford by Aon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Radford is the undisputed gold standard for technology, life sciences, and high-growth sectors"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|google-small|Pave", "prompt": "c189-m3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Real-Time Platforms (Pave, Ravio, Carta Total Comp, Comprehensive.io) ... aggregate anonymized, live, real-time database inputs"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|google-small|Ravio", "prompt": "c189-m3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "these modern tech platforms integrate directly with a company's HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|google-small|Carta Total Comp", "prompt": "c189-m3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Carta Total Comp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Tech startups and hyper-growth companies operating in volatile labor markets"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|google-small|Comprehensive.io", "prompt": "c189-m3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Real-Time Platforms (Pave, Ravio, Carta Total Comp, Comprehensive.io)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|google-small|Payscale", "prompt": "c189-m3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "this data is considered less statistically verified than traditional employer surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|google-small|Salary.com", "prompt": "c189-m3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "largely self-reported by individual employees or algorithmically scraped from job boards"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|google-small|Glassdoor", "prompt": "c189-m3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "less statistically verified than traditional employer surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|meta-small|Deloitte", "prompt": "c189-m3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top benchmarking providers include Deloitte, PwC, Kantar, NielsenIQ, GfK, IRI, KPMG, Gartner, and Computer Economics."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|meta-small|PwC", "prompt": "c189-m3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top benchmarking providers include Deloitte, PwC, Kantar..."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|meta-small|Kantar", "prompt": "c189-m3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Kantar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top benchmarking providers include Deloitte, PwC, Kantar, NielsenIQ..."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|meta-small|NielsenIQ", "prompt": "c189-m3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "NielsenIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Kantar, NielsenIQ, GfK, IRI, KPMG, Gartner, and Computer Economics"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|meta-small|GfK", "prompt": "c189-m3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "GfK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "NielsenIQ, GfK, IRI, KPMG"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|meta-small|IRI", "prompt": "c189-m3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IRI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "GfK, IRI, KPMG, Gartner"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|meta-small|KPMG", "prompt": "c189-m3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "KPMG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "IRI, KPMG, Gartner, and Computer Economics"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|meta-small|Gartner", "prompt": "c189-m3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "KPMG, Gartner, and Computer Economics"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|meta-small|Computer Economics", "prompt": "c189-m3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Computer Economics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Gartner, and Computer Economics"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|mistral-small|Ravio", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Real-time modern benchmarking companies (e.g., Ravio): These are software-first providers that automatically collect and update compensation data from HR system integrations."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|mistral-small|Mercer", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Long-standing global HR consultancies (e.g., Mercer, Willis Towers Watson, Aon) ... known for their depth and historical data but may not update as frequently"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|mistral-small|Willis Towers Watson", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Willis Towers Watson", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Long-standing global HR consultancies (e.g., Mercer, Willis Towers Watson, Aon)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|mistral-small|Aon", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Aon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Long-standing global HR consultancies (e.g., Mercer, Willis Towers Watson, Aon)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|mistral-small|Figures", "prompt": "c189-m3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Figures", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Real-time Compensation| Ravio, Figures            | Fast, automated salary benchmarks |"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|openai-small|Gartner", "prompt": "c189-m3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong in **IT, strategy, and consulting-led benchmarking**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|openai-small|Forrester", "prompt": "c189-m3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Forrester", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best known for **market research plus provider evaluation frameworks**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|openai-small|PwC Saratoga", "prompt": "c189-m3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PwC Saratoga", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Need **HR / compensation / workforce benchmarks** \\u2192 **PwC Saratoga**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|openai-small|IBISWorld", "prompt": "c189-m3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "IBISWorld", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Useful when you want **industry/company benchmarking reports**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|openai-small|S&P Global", "prompt": "c189-m3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "S&P Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Often used for **company benchmarking in ESG / disclosure / corporate comparisons**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|openai-small|CoMetrics", "prompt": "c189-m3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "CoMetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More specialized for **peer-group benchmarking for multi-location businesses, associations, and co-ops**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|openai-small|ServiceNow Benchmarks", "prompt": "c189-m3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "ServiceNow Benchmarks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for **IT service management and IT operations benchmarking**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|openai-small|Gallup Access", "prompt": "c189-m3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gallup Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Known for **engagement benchmarking**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m3|openai-small|Culture Amp", "prompt": "c189-m3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Another major player in engagement and culture analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|alibaba-small|Mercer", "prompt": "c189-m4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "What to Avoid on a Budget ... Traditional Survey Providers (Mercer, Willis Towers Watson, Aon)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|alibaba-small|Radford", "prompt": "c189-m4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "traditional annual reports from firms like Mercer or Radford (which cost tens of thousands of dollars)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|alibaba-small|Pave (Market Data Lite Tier)", "prompt": "c189-m4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave (Market Data Lite Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Startups & Small Business (Freemium) ... This is currently the strongest option for small-to-mid-sized businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|alibaba-small|Ravio", "prompt": "c189-m4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free if you integrate their software via your existing HRIS/Payroll system (data exchange model)."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|alibaba-small|Comprehensive.io", "prompt": "c189-m4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Tech / Engineering Roles ... Free tier available for general tech data."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|alibaba-small|Levels.fyi", "prompt": "c189-m4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "gold standard for public, verified tech comp data ... Expensive compared to \"free\" tiers"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|alibaba-small|U.S. Bureau of Labor Statistics (BLS) – Occupational Employment Statistics (OES)", "prompt": "c189-m4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "U.S. Bureau of Labor Statistics (BLS) – Occupational Employment Statistics (OES)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Completely Free Option (Public Sector) ... the government’s authoritative source for pay data."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|alibaba-small|Willis Towers Watson", "prompt": "c189-m4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Willis Towers Watson", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Traditional Survey Providers (Mercer, Willis Towers Watson, Aon): ... For a limited budget, the ROI is usually not there"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|alibaba-small|Aon", "prompt": "c189-m4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Aon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to Avoid on a Budget ... (Mercer, Willis Towers Watson, Aon)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|anthropic-small|Pave", "prompt": "c189-m4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "three free salary benchmarking tools cover most needs at zero cost: Pave (tech roles, under 200 employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|anthropic-small|Comprehensive.io", "prompt": "c189-m4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Platforms like Comprehensive allow teams to start free and scale to premium survey data as needed"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|anthropic-small|BLS OEWS", "prompt": "c189-m4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS OEWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Bureau of Labor Statistics (BLS OEWS)** is particularly valuable for broad needs. It's completely free, covers 830+ occupations"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|anthropic-small|Ravio", "prompt": "c189-m4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Three tools offer genuinely useful free tiers: Pave, Comprehensive.io, and Ravio"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|challenger-small|Bureau of Labor Statistics (BLS) Occupational Employment Statistics", "prompt": "c189-m4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Bureau of Labor Statistics (BLS) Occupational Employment Statistics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest broadly useful option in the results is the **Bureau of Labor Statistics (BLS) Occupational Employment Statistics** because it is **completely free**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|challenger-small|Pave", "prompt": "c189-m4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best free option for tech startups:** **Pave**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|challenger-small|Comprehensive.io", "prompt": "c189-m4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best free option for US tech market data:** **Comprehensive.io**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|deepseek-small|BLS Occupational Employment Statistics (OES)", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS Occupational Employment Statistics (OES)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "combined with **government data (BLS)** for free, defensible baseline numbers"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|deepseek-small|Pave", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with the free tiers of Pave or Ravio"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|deepseek-small|Ravio", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with the free tiers of Pave or Ravio"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|deepseek-small|Comprehensive.io", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free tier with daily-refreshed tech salary data."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|deepseek-small|Levels.fyi", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free verified tech compensation data (a paid tier starts around $800/mo)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|deepseek-small|CompTool", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "CompTool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers a free market-pricing/benchmarking tool."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|deepseek-small|Salary.com / CompAnalyst", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com / CompAnalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "smaller-scale licensing is more affordable than enterprise surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|deepseek-small|Figures", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you need European coverage, **Figures** at ~\\u20ac2,500/year is the strongest low-cost option."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|deepseek-small|Mercer", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to Avoid on a Tight Budget - Traditional consultancy surveys (Mercer...)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|deepseek-small|Willis Towers Watson", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Willis Towers Watson", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "What to Avoid on a Tight Budget - Traditional consultancy surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|deepseek-small|Aon", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Aon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "What to Avoid on a Tight Budget - Traditional consultancy surveys"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|deepseek-small|Korn Ferry", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Korn Ferry", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "typically require five-figure annual licenses"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|deepseek-small|Carta", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Enterprise real-time platforms (Carta, Pave's paid tiers) — expensive for limited-budget companies"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|deepseek-small|Glassdoor", "prompt": "c189-m4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "cheap but notoriously dated and less defensible"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|google-small|Mercer", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you do not need to shell out tens of thousands of dollars for traditional enterprise salary surveys like Mercer, Radford (Aon), or Willis Towers Watson (WTW)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|google-small|Radford (Aon)", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford (Aon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you do not need to shell out tens of thousands of dollars for traditional enterprise salary surveys like Mercer, Radford (Aon), or Willis Towers Watson (WTW)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|google-small|Willis Towers Watson (WTW)", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you do not need to shell out tens of thousands of dollars for traditional enterprise salary surveys like Mercer, Radford (Aon), or Willis Towers Watson (WTW)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|google-small|Pave (Market Data Launch)", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave (Market Data Launch)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you are a **US tech company / startup under 200 employees**, use **Pave\\u2019s free tier**."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|google-small|Comprehensive.io", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Comprehensive.io offers a daily-refreshed database scraped from job listings and employer public data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|google-small|Figures (Figures.hr)", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Figures (Figures.hr)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are a **European company**, use **Figures** or **Ravio**."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|google-small|Ravio", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are a **European company**, use **Figures** or **Ravio**."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|google-small|U.S. Bureau of Labor Statistics (BLS) – OEWS", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "U.S. Bureau of Labor Statistics (BLS) – OEWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you are a **non-tech company with a tight budget**, use **BLS / O*NET data**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|google-small|O*NET OnLine", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "O*NET OnLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "You can access this data easily via the **O*NET OnLine** platform."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|google-small|Robert Half", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Robert Half", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "cross-referenced with **Robert Half Salary Guides**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|google-small|Hays", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Hays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Recruiter Salary Guides (Robert Half, Hays, Michael Page)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|google-small|Michael Page", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Michael Page", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Recruiter Salary Guides (Robert Half, Hays, Michael Page)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|google-small|WorldatWork Salary Data Center", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "WorldatWork Salary Data Center", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "you get **5 free Benchmark Job Reports per year** powered by Salary.com (CompAnalyst)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|google-small|Salary.com (CompAnalyst)", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "powered by Salary.com (CompAnalyst), as well as a selection of free Payfactors reports"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|google-small|Payfactors", "prompt": "c189-m4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payfactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "as well as a selection of free Payfactors reports"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|meta-small|Payscale", "prompt": "c189-m4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Payscale: Offers compensation intelligence and salary data software"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|meta-small|Pave", "prompt": "c189-m4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A free salary benchmarking tool that covers tech roles for companies with under 200 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|meta-small|Comprehensive.io", "prompt": "c189-m4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A free salary benchmarking tool that provides US tech daily data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|meta-small|BLS OEWS", "prompt": "c189-m4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS OEWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A free salary benchmarking tool that provides data on all roles and all states"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|meta-small|Ravio", "prompt": "c189-m4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "start at £5,000 per year for a 500-person company"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|meta-small|Ficstar", "prompt": "c189-m4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ficstar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers custom data collection services... The cost is custom quoted."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|minimax-small|Comprehensive.io", "prompt": "c189-m4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Comprehensive.io** (if in tech) or **Pave's free tier**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|minimax-small|Ravio", "prompt": "c189-m4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then consider **Ravio** or **SalaryExpert** as you scale"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|minimax-small|Pave", "prompt": "c189-m4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **Comprehensive.io** (if in tech) or **Pave's free tier**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|minimax-small|SalaryExpert", "prompt": "c189-m4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "SalaryExpert", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "then consider **Ravio** or **SalaryExpert** as you scale"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|minimax-small|LinkedIn Job Ads", "prompt": "c189-m4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "LinkedIn Job Ads", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**LinkedIn Job Ads**: Real-time market data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|minimax-small|Glassdoor", "prompt": "c189-m4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Glassdoor**: Directional sense check (self-reported data)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|minimax-small|WorldatWork", "prompt": "c189-m4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "WorldatWork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**WorldatWork**: Free benchmark job reports for members"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|minimax-small|Mercer", "prompt": "c189-m4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise solutions like Mercer or WTW as they typically require five-figure annual contracts."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|minimax-small|WTW", "prompt": "c189-m4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "WTW", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid enterprise solutions like Mercer or WTW as they typically require five-figure annual contracts."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|mistral-small|Pave", "prompt": "c189-m4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers a free Market Data Lite tier for startups with 1-200 employees... Pave and free government sources like BLS OEWS are excellent starting points."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|mistral-small|Comprehensive.io", "prompt": "c189-m4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides US tech salary data updated daily, making it a good choice for tech-focused roles."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|mistral-small|BLS OEWS", "prompt": "c189-m4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS OEWS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers comprehensive salary data for all roles and all US states, available for free from the Bureau of Labor Statistics."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|mistral-small|Radford", "prompt": "c189-m4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "often used as a lower-cost alternative to larger providers like Radford or Mercer"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|mistral-small|Mercer", "prompt": "c189-m4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often used as a lower-cost alternative to larger providers like Radford or Mercer"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|moonshot-small|Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with the BLS OEWS data** — it's free, credible, and sufficient for most common roles."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|moonshot-small|Levels.fyi", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "add Pave's free tier (if under 200 employees) or **Levels.fyi** for equity compensation data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|moonshot-small|Pave (Market Data Lite)", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave (Market Data Lite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're in tech, **add Pave's free tier** (if under 200 employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|moonshot-small|Ravio", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free tier available (requires HRIS data contribution) - Best for: European compensation data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|moonshot-small|Glassdoor", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Limitations:** Self-reported data, less reliable for official benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|moonshot-small|Indeed", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Limitations:** Self-reported data, less reliable for official benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|moonshot-small|LinkedIn Salary Insights", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "LinkedIn Salary Insights", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Limitations:** Self-reported data, less reliable for official benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|moonshot-small|Mercer MarketPricer", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer MarketPricer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consider **Mercer MarketPricer** on a per-job basis (~$300) rather than committing to expensive annual subscriptions"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|moonshot-small|SalaryCube", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free basic tier + paid options | Personalized benchmarking from real employer data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|moonshot-small|Payscale", "prompt": "c189-m4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Free tier + paid plans | Quick estimates, popular for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|openai-small|Bureau of Labor Statistics (BLS)", "prompt": "c189-m4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Bureau of Labor Statistics (BLS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best low-cost option overall\n**Use government/public data first**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|openai-small|Payscale", "prompt": "c189-m4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Moderate budget:** Payscale"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|openai-small|Salary.com", "prompt": "c189-m4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "broad benchmark data, but pricing can vary ... Can be more expensive depending on package"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|openai-small|Mercer / Radford", "prompt": "c189-m4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer / Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "excellent, but typically **not** budget-friendly"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|xai-small|Pave's Market Data Lite", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave's Market Data Lite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: Pave's Market Data Lite (completely free for startups/SMEs under 200 employees)."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|xai-small|Comprehensive.io", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free, daily-refreshed tech salary data from 6,000+ U.S. tech companies"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|xai-small|U.S. Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "U.S. Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "100% free government data with detailed percentiles by occupation, location, and industry."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|xai-small|Ravio", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free tier available (often requires HRIS data contribution); real-time benchmarks tailored to your org."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|xai-small|Salary.com (CompAnalyst)", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free salary calculator; full tools ~$3,850/year... Largest U.S. HR-reported dataset."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|xai-small|SalaryExpert", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "SalaryExpert", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cost-effective for small businesses; simple, reliable without enterprise complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|xai-small|Glassdoor", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Employee self-reported; wide coverage but biased toward high earners/tech. Good supplements, not primaries."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|xai-small|Levels.fyi", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Employee self-reported; wide coverage but biased toward high earners/tech. Good supplements, not primaries."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|xai-small|LinkedIn Salary", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "LinkedIn Salary", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Employee self-reported; wide coverage but biased toward high earners/tech. Good supplements, not primaries."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|xai-small|Figures.hr", "prompt": "c189-m4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Figures.hr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "For non-US, check Figures.hr (~\\u20ac2.5K/yr) or local govt stats."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|zai-small|Pave", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Pave ... the clear winner for most small companies — free tier, real-time data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|zai-small|BLS OES", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS OES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BLS OES** is great for free baseline data but limited in scope."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|zai-small|Squirrel Data", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Squirrel Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best \"what they're willing to pay\" data source under $3,000/year"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|zai-small|Figures", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Figures** is a solid mid-market option for EU companies."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|zai-small|Levels.fyi", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Levels.fyi | $800/month (Plus tier) | Tech-focused, real-time data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|zai-small|Comprehensive.io", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free daily-refreshed tech data tier | Tech startups, daily-updated data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|zai-small|PayScale", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "PayScale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Expensive Options to Avoid ... Too expensive for small companies"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|zai-small|Culpepper", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Culpepper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Premium pricing, limited value"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|zai-small|Ravio", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Not budget-friendly"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m4|zai-small|Mercer", "prompt": "c189-m4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Enterprise pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|alibaba-small|Mercer", "prompt": "c189-m5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tier 1 (High-End):** (e.g., Mercer, Towers Watson). Very expensive, often requires long contracts, high-end analytics. *Good if you are preparing for an IPO.*"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|alibaba-small|Towers Watson", "prompt": "c189-m5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Towers Watson", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tier 1 (High-End):** (e.g., Mercer, Towers Watson). Very expensive, often requires long contracts"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|alibaba-small|OptionImpact", "prompt": "c189-m5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "OptionImpact", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Tier 2 (Mid-Market / Agile):** (e.g., OptionImpact, Pave, Anra). Built for the 500–2,000 person company."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|alibaba-small|Pave", "prompt": "c189-m5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Tier 2 (Mid-Market / Agile):** (e.g., OptionImpact, Pave, Anra). Built for the 500–2,000 person company."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|alibaba-small|Anra", "prompt": "c189-m5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Anra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Tier 2 (Mid-Market / Agile):** (e.g., OptionImpact, Pave, Anra). Built for the 500–2,000 person company."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|deepseek-small|Pave", "prompt": "c189-m5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**HRIS-integrated, employer-verified data** (e.g., Pave, Ravio-style) — live, real pay data, most defensible"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|deepseek-small|Ravio", "prompt": "c189-m5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., Pave, Ravio-style) — live, real pay data, most defensible"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|deepseek-small|Mercer", "prompt": "c189-m5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Employer-submitted surveys** (Mercer, WTW/Radford, Aon, PayScale) — solid but annual"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|deepseek-small|WTW/Radford", "prompt": "c189-m5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "WTW/Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some traditional surveys (Radford, WTW) require you to *submit* your data to get rankings"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|deepseek-small|Aon", "prompt": "c189-m5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Aon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Employer-submitted surveys** (Mercer, WTW/Radford, Aon, PayScale) — solid but annual"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|deepseek-small|PayScale", "prompt": "c189-m5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "PayScale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Employer-submitted surveys** (Mercer, WTW/Radford, Aon, PayScale) — solid but annual"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|deepseek-small|Glassdoor", "prompt": "c189-m5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Employee self-reported** (Glassdoor-style) — unreliable for defensible decisions"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|google-small|Pave", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Providers like **Pave, Ravio, Figures, or OpenComp** integrate directly with employers' HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|google-small|Ravio", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ravio has exceptionally strong data for Europe, while Pave is dominant in North America"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|google-small|Figures", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern Real-Time Platforms | Pave, OpenComp, Figures, Ravio, CompTool"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|google-small|OpenComp", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Providers like **Pave, Ravio, Figures, or OpenComp** integrate directly with employers' HRIS"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|google-small|Mercer", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons:** Expensive, lagging data, high manual overhead to participate."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|google-small|WTW", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "WTW", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cons:** Expensive, lagging data, high manual overhead to participate."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|google-small|Radford (Aon)", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Radford (Aon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cons:** Expensive, lagging data, high manual overhead to participate."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|google-small|Salary.com", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-Market Hybrids | Payscale (MarketPay), Salary.com (CompAnalyst)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|google-small|Glassdoor", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Glassdoor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "too unverified and volatile to base your corporate budgets on"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|google-small|Levels.fyi", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Levels.fyi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "too unverified and volatile to base your corporate budgets on"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|google-small|CompTool", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "CompTool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Pave, OpenComp, Figures, Ravio, CompTool"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|google-small|Payscale (MarketPay)", "prompt": "c189-m5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale (MarketPay)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Mid-Market Hybrids | Payscale (MarketPay), Salary.com (CompAnalyst)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|minimax-small|Pave", "prompt": "c189-m5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pave** – Real-time, good for growth-stage companies"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|minimax-small|Carta", "prompt": "c189-m5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "*Submitted payroll data* (Pave, Carta): More current, but requires you to share your data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|minimax-small|Mercer", "prompt": "c189-m5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mercer** – Traditional, board-defensible, premium pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|minimax-small|Radford (Aon)", "prompt": "c189-m5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Radford (Aon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Radford (Aon)** – Strong for tech/equity data, more enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|minimax-small|Comprehensive.io", "prompt": "c189-m5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Comprehensive.io** – Good value for tech roles, no survey submission needed"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|minimax-small|CompAnalyst (Salary.com)", "prompt": "c189-m5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "CompAnalyst (Salary.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**CompAnalyst (Salary.com)** – Mid-market friendly"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|moonshot-small|Payscale", "prompt": "c189-m5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options for your profile include Payscale (broad mid-market coverage)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|moonshot-small|Mercer", "prompt": "c189-m5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mercer (established methodology)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|moonshot-small|Ravio", "prompt": "c189-m5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "newer entrants like Ravio or Pave (if you're in tech)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|moonshot-small|Pave", "prompt": "c189-m5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "newer entrants like Ravio or Pave (if you're in tech)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|xai-small|Pave", "prompt": "c189-m5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Free trials/tiers (e.g., Pave's lite version)?"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|xai-small|Payscale", "prompt": "c189-m5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| Payscale      | Automated matching       | Affordable, broad coverage |"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|xai-small|Salary.com", "prompt": "c189-m5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Salary.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Salary.com    | Job architecture         | Strong US data            |"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|xai-small|Ravio", "prompt": "c189-m5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Ravio         | Real-time tech/EU        | Mid-market focus          |"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|xai-small|Comprehensive", "prompt": "c189-m5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Comprehensive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Comprehensive | Global/AI matching       | Good for diverse roles    |"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m5|xai-small|Radford/Aon", "prompt": "c189-m5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Radford/Aon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Radford/Aon   | Tech/life sciences       | If in those sectors       |"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|alibaba-small|Salary.com", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Salary.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "generally **not recommended** for making formal compensation or operational decisions"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|alibaba-small|Glassdoor (Compensation data)", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Glassdoor (Compensation data)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "definitely stay away from free consumer aggregators for legal/compliance purposes"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|alibaba-small|Indeed Salary Search", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Indeed Salary Search", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "generally **not recommended** for making formal compensation or operational decisions"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|alibaba-small|Mercer", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "rarely \"to be avoided\" because their data quality is high. However, HR leaders often recommend avoiding them under two specific conditions"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|alibaba-small|Radford (Korn Ferry)", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Radford (Korn Ferry)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Using Radford’s data for a company of 100 people often yields skewed results"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|alibaba-small|Willis Towers Watson (WTW)", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "HR leaders often recommend avoiding them under two specific conditions"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|alibaba-small|Aon", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Aon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "HR leaders often recommend avoiding them under two specific conditions"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|alibaba-small|PPI Group", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "PPI Group", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "look for **mid-market specialists** (firms like **PPI Group**, **Salco**, or **Harrison Survey**)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|alibaba-small|Salco", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Salco", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "look for **mid-market specialists** (firms like **PPI Group**, **Salco**, or **Harrison Survey**)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|alibaba-small|Harrison Survey", "prompt": "c189-m6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Harrison Survey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "look for **mid-market specialists** (firms like **PPI Group**, **Salco**, or **Harrison Survey**)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|anthropic-small|UserBenchmark", "prompt": "c189-m6", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "UserBenchmark", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "UserBenchmark has been criticized for half a decade and hasn't budged on scoring issues. Don't use their composite scoring to decide between hardware."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|anthropic-small|Fireworks (via OpenRouter)", "prompt": "c189-m6", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Fireworks (via OpenRouter)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "providers mainly affected by errors include Fireworks (via OpenRouter), GMICloud, Mancer, Parasail, DeepInfra, and SiliconFlow."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|anthropic-small|GMICloud", "prompt": "c189-m6", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "GMICloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "providers mainly affected by errors include Fireworks (via OpenRouter), GMICloud, Mancer, Parasail, DeepInfra, and SiliconFlow."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|anthropic-small|Mancer", "prompt": "c189-m6", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Mancer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "providers mainly affected by errors include ... Mancer, Parasail, DeepInfra, and SiliconFlow."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|anthropic-small|Parasail", "prompt": "c189-m6", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Parasail", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "providers mainly affected by errors include ... Parasail, DeepInfra, and SiliconFlow."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|anthropic-small|DeepInfra", "prompt": "c189-m6", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "DeepInfra", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "providers mainly affected by errors include ... DeepInfra, and SiliconFlow."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|anthropic-small|SiliconFlow", "prompt": "c189-m6", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "SiliconFlow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "providers mainly affected by errors include ... and SiliconFlow."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|anthropic-small|LMArena", "prompt": "c189-m6", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "LMArena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Meta promoted Llama 4 Maverick's high ranking on LMArena, but the version competing there was an unreleased \"experimental\" variant"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|anthropic-small|Chatbot Arena", "prompt": "c189-m6", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Chatbot Arena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "selective reporting of commercial model results having distorted model comparisons on the Chatbot Arena leaderboard"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|google-small|Glassdoor", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid: Unverified, Crowdsourced Databases** ... Free tiers of general job boards (Glassdoor, Indeed)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|google-small|Indeed", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Free tiers of general job boards (Glassdoor, Indeed) or unverified salary spreadsheets."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|google-small|Pave", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Real-time benchmarking tools that pull data directly from verified HR Information Systems (HRIS) and payroll databases (such as **Pave**, **Ravio**, or **Figures**)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|google-small|Ravio", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "such as **Pave**, **Ravio**, or **Figures**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|google-small|Figures", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Figures", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "such as **Pave**, **Ravio**, or **Figures**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|google-small|Mercer", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "enterprise-verified custom pools (like **Mercer** or **Aon/Radford**), which validate exact payroll entries"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|google-small|Aon/Radford", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Aon/Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "enterprise-verified custom pools (like **Mercer** or **Aon/Radford**)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|google-small|Gartner's Magic Quadrant", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Gartner's Magic Quadrant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Approach with Caution: \"Pay-for-Influence\" Tech Analyst Quadrants ... Gartner's Magic Quadrant, Forrester Wave"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|google-small|Forrester Wave", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Forrester Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Approach with Caution: \"Pay-for-Influence\" Tech Analyst Quadrants"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|google-small|G2", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "G2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "pair them with peer-review networks (like **G2** or **TrustRadius**)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|google-small|TrustRadius", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "TrustRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "peer-review networks (like **G2** or **TrustRadius**)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|google-small|APQC", "prompt": "c189-m6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "APQC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Work with benchmarking organizations (like **APQC**) that strictly enforce a Benchmarking Code of Conduct"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|meta-small|Willis Towers Watson", "prompt": "c189-m6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Willis Towers Watson", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "benchmarking providers to be cautious about:\n\n1. Willis Towers Watson - There are several alternatives to Willis Towers Watson for salary benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|meta-small|Compensation IQ", "prompt": "c189-m6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Compensation IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "several alternatives to Willis Towers Watson for salary benchmarking, including Compensation IQ, Ravio, Pave"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|meta-small|Ravio", "prompt": "c189-m6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "alternatives to Willis Towers Watson for salary benchmarking, including Compensation IQ, Ravio, Pave, Figures HR"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|meta-small|Pave", "prompt": "c189-m6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "including Compensation IQ, Ravio, Pave, Figures HR, Oyster HR, HiBob, Mercer, Korn Ferry, Radford, and Brightmine"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|meta-small|Figures HR", "prompt": "c189-m6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Figures HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "including Compensation IQ, Ravio, Pave, Figures HR, Oyster HR, HiBob, Mercer, Korn Ferry, Radford, and Brightmine"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|meta-small|Oyster HR", "prompt": "c189-m6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "including Compensation IQ, Ravio, Pave, Figures HR, Oyster HR, HiBob, Mercer, Korn Ferry, Radford, and Brightmine"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|meta-small|HiBob", "prompt": "c189-m6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "HiBob", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "including Compensation IQ, Ravio, Pave, Figures HR, Oyster HR, HiBob, Mercer, Korn Ferry, Radford, and Brightmine"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|meta-small|Mercer", "prompt": "c189-m6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "including Compensation IQ, Ravio, Pave, Figures HR, Oyster HR, HiBob, Mercer, Korn Ferry, Radford, and Brightmine"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|meta-small|Korn Ferry", "prompt": "c189-m6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Korn Ferry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "including Compensation IQ, Ravio, Pave, Figures HR, Oyster HR, HiBob, Mercer, Korn Ferry, Radford, and Brightmine"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|meta-small|Radford", "prompt": "c189-m6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Radford", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "including Compensation IQ, Ravio, Pave, Figures HR, Oyster HR, HiBob, Mercer, Korn Ferry, Radford, and Brightmine"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|meta-small|Brightmine", "prompt": "c189-m6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Brightmine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "including Compensation IQ, Ravio, Pave, Figures HR, Oyster HR, HiBob, Mercer, Korn Ferry, Radford, and Brightmine"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|meta-small|Browserbase", "prompt": "c189-m6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Browserbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Browserbase - This provider ranked lowest in a benchmark for stealth browser fingerprinting"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|meta-small|KPMG", "prompt": "c189-m6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "KPMG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Some top-ranked IT benchmarking services include:\n\n1. KPMG"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|meta-small|Deloitte", "prompt": "c189-m6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Some top-ranked IT benchmarking services include: ... 2. Deloitte"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|meta-small|Gartner", "prompt": "c189-m6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Gartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Some top-ranked IT benchmarking services include: ... 3. Gartner"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|meta-small|Forrester", "prompt": "c189-m6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Forrester", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Some top-ranked IT benchmarking services include: ... 4. Forrester"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|meta-small|IDC", "prompt": "c189-m6", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "IDC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Some top-ranked IT benchmarking services include: ... 5. IDC"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|minimax-small|Glassdoor", "prompt": "c189-m6", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Data quality issues** - Self-reported data (like Glassdoor) can be inaccurate"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|xai-small|UserBenchmark", "prompt": "c189-m6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "UserBenchmark", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**UserBenchmark (userbenchmark.com) is the benchmarking provider to strongly avoid.**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|xai-small|Puget Systems", "prompt": "c189-m6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Puget Systems", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stick to trusted alternatives like Puget Systems"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|xai-small|AnandTech/Tom's Hardware", "prompt": "c189-m6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "AnandTech/Tom's Hardware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stick to trusted alternatives like Puget Systems, AnandTech/Tom's Hardware"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|xai-small|TechSpot", "prompt": "c189-m6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "TechSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TechSpot, Gamers Nexus, or 3DMark/Cinebench for hardware"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|xai-small|Gamers Nexus", "prompt": "c189-m6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Gamers Nexus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trust verified creators like Gamers Nexus or Digital Foundry."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|xai-small|3DMark/Cinebench", "prompt": "c189-m6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "3DMark/Cinebench", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or 3DMark/Cinebench for hardware"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|xai-small|LMSYS Arena", "prompt": "c189-m6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "LMSYS Arena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**AI/ML benchmarks** (e.g., from LMSYS Arena, SWE-bench...): Prone to gaming, data contamination"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|xai-small|SWE-bench", "prompt": "c189-m6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "SWE-bench", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Prone to gaming, data contamination, exploitation"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|xai-small|Terminal-Bench", "prompt": "c189-m6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Terminal-Bench", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Prone to gaming, data contamination, exploitation"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|xai-small|GeneBench", "prompt": "c189-m6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "GeneBench", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Prone to gaming, data contamination, exploitation"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|xai-small|Epoch AI", "prompt": "c189-m6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Epoch AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Prefer peer-reviewed, dynamic evals like those from Epoch AI or Berkeley researchers."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|xai-small|Digital Foundry", "prompt": "c189-m6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Digital Foundry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Trust verified creators like Gamers Nexus or Digital Foundry."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|xai-small|PassMark", "prompt": "c189-m6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "PassMark", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "**Low-sample online leaderboards** (e.g., early PassMark entries): Susceptible to faked submissions"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|xai-small|Deloitte", "prompt": "c189-m6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Deloitte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "For business/IT benchmarking (e.g., Deloitte, Gartner), no major red flags for unreliability"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|xai-small|Gartner", "prompt": "c189-m6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Gartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "For business/IT benchmarking (e.g., Deloitte, Gartner), no major red flags for unreliability"}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|zai-small|LM Arena (Chatbot Arena)", "prompt": "c189-m6", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "LM Arena (Chatbot Arena)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Accused of favoritism toward top AI companies (OpenAI, Google, Meta, Amazon)."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|zai-small|UserBenchmark", "prompt": "c189-m6", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "UserBenchmark", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Heavily criticized for bias (particularly toward Intel), unreliable data, and misleading comparisons."}, {"id": "mai-20260918-0021-calibration_b-2|c189-m6|zai-small|BAPCo / Sysmark", "prompt": "c189-m6", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "BAPCo / Sysmark", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AMD accused Intel and BAPCo of \"cheating\" with Sysmark benchmarks, raising concerns about methodology integrity"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|alibaba-small|Mercer", "prompt": "c189-s1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most large legacy providers (like Mercer) charge minimums that are too high for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|alibaba-small|Payscale", "prompt": "c189-s1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall for General Small Business: **Payscale**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|alibaba-small|Pave", "prompt": "c189-s1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Tech-Savvy / Startup Companies: **Pave**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|alibaba-small|Comprehensive.io", "prompt": "c189-s1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent if you are a tech company; they refresh their data daily."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|alibaba-small|Ravio", "prompt": "c189-s1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A strong contender for smaller teams looking for a modern alternative to legacy HR firms."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|alibaba-small|Salary.com (CompAnalyst)", "prompt": "c189-s1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for \"Hard-to-Priced\" Niche Roles: **Salary.com (CompAnalyst)**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|alibaba-small|BLS (GoVt)", "prompt": "c189-s1", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "BLS (GoVt)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Zero Budget** | **Completely Free** | Authoritative, but low granularity"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|anthropic-small|Compease", "prompt": "c189-s1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Compease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Compease is a good fit for HR professionals and compensation managers at small to mid-sized organizations who handle salary administration in-house"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|anthropic-small|Payscale", "prompt": "c189-s1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Options include Payscale, Comprehensive.io, and Bettercomp."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|anthropic-small|Comprehensive.io", "prompt": "c189-s1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Options include Payscale, Comprehensive.io, and Bettercomp."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|anthropic-small|Bettercomp", "prompt": "c189-s1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Bettercomp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Options include Payscale, Comprehensive.io, and Bettercomp."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|anthropic-small|Pave", "prompt": "c189-s1", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pave's salary benchmarking tools deliver real-time pay data from 8,000+ companies, no surveys required"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|challenger-small|Ravio", "prompt": "c189-s1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best salary benchmarking data provider is usually **Ravio** if you want **current, peer-relevant data**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|challenger-small|Pave", "prompt": "c189-s1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pave** is also a strong option because it offers a **free tier for startups under 200 employees**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|challenger-small|Salary.com CompAnalyst", "prompt": "c189-s1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is generally more enterprise-oriented and paid"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|challenger-small|Payscale", "prompt": "c189-s1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more of a **traditional benchmark provider** than the most nimble option for a small B2B company"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|challenger-small|BLS / government data", "prompt": "c189-s1", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "BLS / government data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if your main need is **free baseline salary info**, but it is less tailored to niche B2B roles"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|deepseek-small|Pave", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave — Best overall for startups & SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|deepseek-small|Payscale", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Payscale** (if you have a broader role mix)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|deepseek-small|Ravio", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ravio — Best for European B2B / HRIS integration"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|deepseek-small|BLS", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "BLS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use **BLS + Levels.fyi/Comprehensive.io** to establish baseline ranges"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|deepseek-small|Levels.fyi", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Levels.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"gold standard\" for tech comp, especially developer/engineering roles."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|deepseek-small|Comprehensive.io", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free, daily-refreshed data on 6,000+ US tech companies."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|deepseek-small|Mercer", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Mercer/Radford/Korn Ferry unless you're large enough"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|deepseek-small|Radford", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "too expensive and off-target if you have heavy commercial roles"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|deepseek-small|Korn Ferry", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Korn Ferry", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid Mercer/Radford/Korn Ferry"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|deepseek-small|Salary.com (CompAnalyst)", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Salary.com (CompAnalyst) — Best established workflow"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|deepseek-small|Glassdoor/Indeed/ZipRecruiter", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Glassdoor/Indeed/ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "high noise at small sample sizes, so use with caution"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|deepseek-small|WTW", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "WTW", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Full enterprise platforms (Mercer, Radford, WTW) often start in the **$15,000–$35,000+/year** range, which is rarely justifiable"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|deepseek-small|SalaryCube", "prompt": "c189-s1", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "SalaryCube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Prefer providers using **submitted payroll data** (Pave, SalaryCube, Comprehensive)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|google-small|Mercer", "prompt": "c189-s1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "budget for enterprise-grade legacy surveys (like Mercer or Radford, which can cost $15,000–$40,000+ annually)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|google-small|Radford", "prompt": "c189-s1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "legacy surveys (like Mercer or Radford, which can cost $15,000–$40,000+ annually)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|google-small|Pave", "prompt": "c189-s1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Pave (Best Overall for B2B Tech, SaaS, & High-Growth Startups)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|google-small|Carta Total Comp", "prompt": "c189-s1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Carta Total Comp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already use Carta for Equity"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|google-small|Comprehensive", "prompt": "c189-s1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Comprehensive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Budget-Friendly, All-in-One Pay Bands"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|google-small|Ravio", "prompt": "c189-s1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for European & UK-Based B2B Companies"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|google-small|Payscale", "prompt": "c189-s1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Traditional B2B Services"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|google-small|Salary.com", "prompt": "c189-s1", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Salary.com (CompAnalyst) have massive, deeply validated datasets"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|meta-small|Salary.com", "prompt": "c189-s1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top-rated options include Salary.com, which allows filtering by company size, industry, and geography to build accurate ranges"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|meta-small|Ravio", "prompt": "c189-s1", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Ravio, which provides benchmark confidence levels"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|minimax-small|Salary.com CompAnalyst", "prompt": "c189-s1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Payscale** or **Salary.com CompAnalyst** as they have strong data coverage across industries"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|minimax-small|Payscale", "prompt": "c189-s1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Payscale** or **Salary.com CompAnalyst**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|minimax-small|Comprehensive.io", "prompt": "c189-s1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the free tiers from **Comprehensive.io** or **Pave** can be good starting points"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|minimax-small|Ravio", "prompt": "c189-s1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms with HRIS integrations (like Ravio) tend to have more verified data, but may be pricier"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|minimax-small|Pave", "prompt": "c189-s1", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the free tiers from **Comprehensive.io** or **Pave** can be good starting points"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|mistral-small|Brightmine", "prompt": "c189-s1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Brightmine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Brightmine and Salary.com are often the best choices due to their affordability, ease of use, and relevance to smaller organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|mistral-small|Salary.com", "prompt": "c189-s1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Brightmine and Salary.com are often the best choices"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|mistral-small|Bureau of Labor Statistics (BLS)", "prompt": "c189-s1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Bureau of Labor Statistics (BLS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need free or low-cost options, BLS and Indeed are also strong contenders."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|mistral-small|Indeed", "prompt": "c189-s1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BLS and Indeed are also strong contenders"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|mistral-small|PayLab", "prompt": "c189-s1", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "PayLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A good option for global salary benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|moonshot-small|Pave", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave — Best Overall for Small Companies"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|moonshot-small|Payscale", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Payscale — Best for Broader Coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|moonshot-small|Comprehensive.io", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Comprehensive.io — Best Free Option for Tech Roles"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|moonshot-small|Ravio", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ravio — Best for European Coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|moonshot-small|BLS Occupational Employment Statistics", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "BLS Occupational Employment Statistics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Completely free | US-based companies, government data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|moonshot-small|Carta Total Comp", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Carta Total Comp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free with Carta subscription"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|moonshot-small|Radford/Mercer/WTW", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford/Mercer/WTW", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "These traditional consulting firms are overkill for small companies—expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|moonshot-small|Glassdoor", "prompt": "c189-s1", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Glassdoor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Self-reported, often inaccurate, not suitable for professional benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|openai-small|Payscale Ascent", "prompt": "c189-s1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale Ascent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually start with **Payscale Ascent** if you want a reliable, general-purpose provider, or **Pave**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|openai-small|Salary.com", "prompt": "c189-s1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "strong data coverage, but G2 reviews note cost can be a barrier for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|openai-small|Pave", "prompt": "c189-s1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Pave** if you're a modern SaaS/B2B company with a small HR/people team"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|openai-small|Ravio", "prompt": "c189-s1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "G2 reviews suggest pricing may be less appealing for very small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|openai-small|Compensation IQ", "prompt": "c189-s1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Compensation IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need more budget-conscious benchmarking:** ERI or Compensation IQ"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|openai-small|ERI Salary Assessor", "prompt": "c189-s1", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "ERI Salary Assessor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A solid mid-market/small-business option for benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|xai-small|Pave", "prompt": "c189-s1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pave stands out as a top recommendation based on recent comparisons"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|xai-small|Comprehensive.io", "prompt": "c189-s1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Try Pave or Comprehensive.io if B2B/tech-leaning"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|xai-small|Salary.com CompAnalyst", "prompt": "c189-s1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "General SMBs, detailed filters ... Largest US survey data, company size filters"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|xai-small|Payscale", "prompt": "c189-s1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Scenario planning, AI matching | Free basic; paid reports"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|xai-small|Ravio", "prompt": "c189-s1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High-growth tech, pay equity | Free tier (with HRIS share)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|xai-small|BLS (gov data)", "prompt": "c189-s1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "BLS (gov data)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BLS for non-tech ... Official US stats by industry/region | Lags market, no equity"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|xai-small|Indeed/ZipRecruiter", "prompt": "c189-s1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Indeed/ZipRecruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Less precise for benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|xai-small|PayLab", "prompt": "c189-s1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "PayLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If global/non-US, consider PayLab or Figures HR"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|xai-small|Figures HR", "prompt": "c189-s1", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Figures HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If global/non-US, consider PayLab or Figures HR (from \\u20ac2,500/yr)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|zai-small|Salary.com", "prompt": "c189-s1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Salary.com** is the industry standard for quality... **If you have a budget:** Choose **Salary.com** for the depth of data."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|zai-small|OpenComp", "prompt": "c189-s1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "OpenComp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OpenComp specifically targets startups and high-growth companies, making it a perfect fit for a small B2B firm that is scaling."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|zai-small|Culpepper", "prompt": "c189-s1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Culpepper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Culpepper is the leader in \"sliding scale\" pricing... If you are on a tight budget:** Choose **Culpepper**."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|zai-small|Bureau of Labor Statistics (BLS)", "prompt": "c189-s1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Bureau of Labor Statistics (BLS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Free Option... It is free, reliable... less granular than commercial providers."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|zai-small|Robert Half", "prompt": "c189-s1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Robert Half", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "These are large staffing and consulting firms that publish annual salary guides."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|zai-small|Korn Ferry", "prompt": "c189-s1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Korn Ferry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The data is often a year old by the time it's published and is less accurate for niche B2B roles."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s1|zai-small|Radford", "prompt": "c189-s1", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "direct", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Robert Half / Korn Ferry / Radford"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|alibaba-small|SHRM Salary Data Service", "prompt": "c189-s2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SHRM Salary Data Service", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with SHRM or PayScale if you want an easy entry point with good small-business filters."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|alibaba-small|Mercer / Towers Watson (WTW) Data", "prompt": "c189-s2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer / Towers Watson (WTW) Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Invest in Mercer/WTW or Riviera if you are hiring senior-level B2B talent"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|alibaba-small|PayScale", "prompt": "c189-s2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "PayScale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with SHRM or PayScale if you want an easy entry point with good small-business filters."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|alibaba-small|Glassdoor Economic Research / Indeed Hiring Lab", "prompt": "c189-s2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Glassdoor Economic Research / Indeed Hiring Lab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limitation: Lacks depth for specialized B2B roles"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|alibaba-small|Riviera (formerly Gartner)", "prompt": "c189-s2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Riviera (formerly Gartner)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Invest in Mercer/WTW or Riviera if you are hiring senior-level B2B talent"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|alibaba-small|Variable Income Survey (VIS) by Xerox", "prompt": "c189-s2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Variable Income Survey (VIS) by Xerox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Specifically designed for commission structures."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|alibaba-small|Sales Gravy / The Sales Development Report", "prompt": "c189-s2", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Sales Gravy / The Sales Development Report", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Often provide benchmarks for SDRs/BDRs and Account Executives in small-to-mid-sized companies."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|anthropic-small|Bureau of Labor Statistics (BLS)", "prompt": "c189-s2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Bureau of Labor Statistics (BLS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with BLS data for foundational information"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|anthropic-small|PayScale", "prompt": "c189-s2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "PayScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then supplementing with PayScale or industry-specific survey providers"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|anthropic-small|Mercer", "prompt": "c189-s2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise-grade surveys like Mercer and Radford provide depth and validation but come with significant cost"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|anthropic-small|Radford", "prompt": "c189-s2", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "come with significant cost and update cycles that may not match fast-moving hiring needs"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|challenger-small|Mercer's Remuneration Survey for SMEs", "prompt": "c189-s2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer's Remuneration Survey for SMEs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best fit for small businesses:** **Mercer’s Remuneration Survey for SMEs** because it is explicitly built for SME-specific compensation"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|challenger-small|SHRM Compensation Data Center / CompAnalyst Market Data", "prompt": "c189-s2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SHRM Compensation Data Center / CompAnalyst Market Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best US-based practical option:** **SHRM Compensation Data Center / CompAnalyst Market Data**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|challenger-small|WTW Salary Surveys", "prompt": "c189-s2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WTW Salary Surveys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they are often more enterprise-oriented than SME-specific"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|challenger-small|Mercer Total Remuneration Survey", "prompt": "c189-s2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Total Remuneration Survey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they are often more enterprise-oriented than SME-specific"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|challenger-small|Aon Radford McLagan", "prompt": "c189-s2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Aon Radford McLagan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they are often more enterprise-oriented than SME-specific"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|challenger-small|BLS", "prompt": "c189-s2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "BLS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best lower-cost starting point:** **BLS** and **Indeed/Payscale-style tools** can help with baseline benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|challenger-small|Indeed/Payscale-style tools", "prompt": "c189-s2", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Indeed/Payscale-style tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "can help with baseline benchmarking, especially if you need quick checks before investing in a premium survey"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|deepseek-small|Bureau of Labor Statistics Occupational Employment & Wage Statistics", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Bureau of Labor Statistics Occupational Employment & Wage Statistics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Build your baseline with free BLS OEWS** + a Glassdoor/Payscale cross-check for the common roles you hire every year"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|deepseek-small|Glassdoor", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cross-check BLS against free crowd-sourced tools—**Glassdoor**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|deepseek-small|Indeed Salary", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Indeed Salary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Indeed Salary**, **LinkedIn Salary Insights**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|deepseek-small|LinkedIn Salary Insights", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "LinkedIn Salary Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**LinkedIn Salary Insights**, and **Payscale's** free tier"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|deepseek-small|SHRM Compensation Data Center (powered by Salary.com)", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SHRM Compensation Data Center (powered by Salary.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Buy single-job reports via the SHRM/Salary.com Compensation Data Center** ... makes it more accurate for a B2B business"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|deepseek-small|Payscale", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "strong for smaller workforces; offers one-off market pricing and software for pay bands"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|deepseek-small|Mercer MarketPricer", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer MarketPricer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "~$300/job. Good if you ever need to formally *defend* a specific number"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|deepseek-small|Pave", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Layer in Pave or Levels.fyi** if you compete for tech/SaaS talent"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|deepseek-small|Comprehensive.io", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Comprehensive.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "free daily-refreshed tech data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|deepseek-small|Levels.fyi", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Levels.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "the reference standard for tech comp (base, equity, bonus), though it skews toward large tech companies"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|deepseek-small|WageAccess", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WageAccess", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "these are a very cost-effective, locally relevant option"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|deepseek-small|Korn Ferry", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Korn Ferry", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Avoid investing in big-ticket enterprise surveys (**Korn Ferry**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|deepseek-small|Mercer Total Remuneration", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Total Remuneration", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Avoid investing in big-ticket enterprise surveys ... **Mercer Total Remuneration**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|deepseek-small|Radford/Aon", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford/Aon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Avoid investing in big-ticket enterprise surveys ... **Radford/Aon**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|deepseek-small|Culpepper", "prompt": "c189-s2", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "Avoid investing in big-ticket enterprise surveys ... **Culpepper**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|google-small|The Bridge Group", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "The Bridge Group", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is widely considered the gold standard for B2B tech and professional services companies to benchmark base salaries, OTE splits"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|google-small|RepVue", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "RepVue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cross-reference with RepVue to double-check that your OTE targets are actually competitive"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|google-small|Pave", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Use Pave for your baseline salary and equity benchmarks (by connecting your payroll tool to access their free benchmark tier)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|google-small|Comprehensive.io", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Comprehensive.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Comprehensive.io or Carta Total Compensation"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|google-small|Carta Total Compensation", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Carta Total Compensation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Small B2B companies that offer equity/stock options as part of their compensation."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|google-small|Payscale (Payscale Peer)", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale (Payscale Peer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Standard small-to-mid-sized businesses that need robust, HR-verified data."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|google-small|Salary.com (CompAnalyst for Small Business)", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com (CompAnalyst for Small Business)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "They offer a streamlined \"Small Business\" tier of their enterprise-grade tool."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|google-small|Betts Recruiting", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Betts Recruiting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Look up guides from: Betts Recruiting (the top agency for B2B tech sales, marketing, and customer success)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|google-small|Burtch Works", "prompt": "c189-s2", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Burtch Works", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Burtch Works (great for B2B data/analytics/tech)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|meta-small|SHRM Compensation Data Center", "prompt": "c189-s2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SHRM Compensation Data Center", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SHRM Compensation Data Center: Offers comprehensive compensation data for various industries and job titles."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|meta-small|Culpepper", "prompt": "c189-s2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides global compensation surveys with data for a wide range of jobs and industries, including a sliding scale based on company size."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|meta-small|Mercer", "prompt": "c189-s2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a Remuneration Survey for SMEs, which provides specific metrics for small and medium-sized enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|meta-small|WTW", "prompt": "c189-s2", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WTW", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides salary surveys with robust, detailed salary data for all industries and countries."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|minimax-small|XactlyCorp's Sales Compensation Survey", "prompt": "c189-s2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "XactlyCorp's Sales Compensation Survey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **XactlyCorp's free survey** and **RepVue** as cost-effective options"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|minimax-small|Bridge Group's Annual Survey", "prompt": "c189-s2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Bridge Group's Annual Survey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then consider investing in a more comprehensive survey like **Bridge Group** if you need more detailed data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|minimax-small|RepVue", "prompt": "c189-s2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "RepVue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with **XactlyCorp's free survey** and **RepVue** as cost-effective options"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|minimax-small|WorldatWork", "prompt": "c189-s2", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WorldatWork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Many traditional surveys (like WorldatWork) can be expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|mistral-small|SHRM Compensation Data Center", "prompt": "c189-s2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "SHRM Compensation Data Center", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is a strong choice because it provides current, reliable U.S. compensation data tailored to your specific industry, company size, and labor market."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|mistral-small|Mercer", "prompt": "c189-s2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "start with SHRM, Mercer, or Willis Towers Watson"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|mistral-small|Willis Towers Watson (WTW)", "prompt": "c189-s2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Both firms offer industry-specific compensation data and are known for their depth and accuracy."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|mistral-small|Ravio’s Compensation Benchmarking Tools", "prompt": "c189-s2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Ravio’s Compensation Benchmarking Tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ravio and Mercer/WTW are especially recommended"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|mistral-small|Payscale", "prompt": "c189-s2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can provide broad salary data, but may lack the granularity needed for precise benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|mistral-small|Glassdoor", "prompt": "c189-s2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can provide broad salary data, but may lack the granularity needed for precise benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|mistral-small|Indeed", "prompt": "c189-s2", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Indeed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "can provide broad salary data, but may lack the granularity needed for precise benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|moonshot-small|CompData Surveys", "prompt": "c189-s2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CompData Surveys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **CompData Surveys** (Best for Small Business Focus)\n- Specifically designed for small and mid-sized businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|moonshot-small|BLS Occupational Employment and Wage Statistics (OEWS)", "prompt": "c189-s2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "BLS Occupational Employment and Wage Statistics (OEWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free Starting Point: BLS Occupational Employment and Wage Statistics (OEWS)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|moonshot-small|Glassdoor", "prompt": "c189-s2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cross-reference with Glassdoor for additional validation"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|moonshot-small|Mercer MarketPricer", "prompt": "c189-s2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer MarketPricer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Purchase Mercer MarketPricer reports ($300/job) for critical roles where free data is thin"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|moonshot-small|Bridge Group", "prompt": "c189-s2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Bridge Group", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Bridge Group** | SaaS/B2B AE compensation benchmarks | Paid reports"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|moonshot-small|WorldatWork", "prompt": "c189-s2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WorldatWork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**WorldatWork** | Sales comp plan structures | Membership"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|moonshot-small|RepVue", "prompt": "c189-s2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "RepVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**RepVue** | Crowdsourced sales comp data | Free/Premium"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|moonshot-small|Pavilion", "prompt": "c189-s2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pavilion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Pavilion** | B2B sales executive compensation | Membership"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|moonshot-small|PayScale", "prompt": "c189-s2", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "PayScale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "more affordable than enterprise options like Mercer or PayScale (~$13,888/year)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|openai-small|BLS Occupational Employment and Wage Statistics (OEWS)", "prompt": "c189-s2", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "BLS Occupational Employment and Wage Statistics (OEWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "use **BLS OEWS** as your base"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|xai-small|Mercer", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "without the high costs of big-firm surveys like Mercer or WTW"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|xai-small|WTW", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "WTW", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the high costs of big-firm surveys like Mercer or WTW"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|xai-small|CompData Surveys (now part of Salary.com)", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "CompData Surveys (now part of Salary.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Specifically designed for small/mid-sized businesses (1-500 employees)... Affordable"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|xai-small|Salary.com CompAnalyst", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for small businesses focused on quick benchmarking."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|xai-small|PayScale", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "PayScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "User-friendly platform with vast dataset for salary benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|xai-small|Culpepper Compensation Surveys", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Culpepper Compensation Surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sliding scale pricing based on company size; strong in tech/SaaS"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|xai-small|U.S. Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "U.S. Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free national data by industry/occupation/location. Best starting point for broad B2B benchmarks"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|xai-small|Radford", "prompt": "c189-s2", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "For global ops, add Radford or Mercer Cyber (but pricier)."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|zai-small|Xactly 2024 Sales Compensation Survey", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Xactly 2024 Sales Compensation Survey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with the most role‑specific surveys: Use Xactly’s 2024 survey for your sales comp plan."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|zai-small|2026 State of B2B Sales Compensation – SalesCookie", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "2026 State of B2B Sales Compensation – SalesCookie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SalesCookie’s 2026 State of B2B Sales Compensation and Optymyze’s 2026 benchmarks are great for a quick “where are we relative to the market?” check"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|zai-small|2025 National Sales Compensation Survey (EAA)", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "2025 National Sales Compensation Survey (EAA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides a solid national baseline for sales roles, including base salaries and common pay practices."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|zai-small|Optymyze", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Optymyze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quick reference for common B2B sales roles and how they compare across sources."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|zai-small|Strategic Account Management Association (SAMA)", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Strategic Account Management Association (SAMA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use SAMA’s SAM survey if you have strategic account roles."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|zai-small|Prolifiq Account Manager Salary Benchmarks (2025)", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Prolifiq Account Manager Salary Benchmarks (2025)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use Prolifiq’s AM benchmarks to set salary/OTE ranges for account managers."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|zai-small|Pavilion", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Pavilion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "An interactive report where you can contribute anonymous data and filter by role, region, company size, and revenue."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|zai-small|Mercer Contact/Call Center Compensation Survey (U.S.)", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Contact/Call Center Compensation Survey (U.S.)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Mercer’s contact center survey for customer service."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|zai-small|Wellfound B2B Startup Customer Service Data", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Wellfound B2B Startup Customer Service Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "A lightweight, startup‑focused benchmark when you’re unsure where to start."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|zai-small|Mercer Salary Surveys (iMercer)", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Mercer Salary Surveys (iMercer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "General role benchmarks and cross‑industry comparisons."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s2|zai-small|Willis Towers Watson (WTW) Salary Surveys", "prompt": "c189-s2", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "paraphrase", "raw": "Willis Towers Watson (WTW) Salary Surveys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "High‑level benchmarks and international context if you plan to scale or expand."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|alibaba-small|Pave", "prompt": "c189-s3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you are a Startup Founder:** Use **Pave** (for salary)... It has a **free tier** specifically designed for small startups."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|alibaba-small|Salary.com (CompAnalyst)", "prompt": "c189-s3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Salary.com (CompAnalyst)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The industry standard for small-to-midsize businesses building structured pay scales from scratch."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|alibaba-small|Ravio", "prompt": "c189-s3", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Equity Grants & Bonuses.** Focuses heavily on total compensation (including stock options/vesting), not just base salary."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|anthropic-small|Typo", "prompt": "c189-s3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Typo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Typo** is designed for small and mid-sized engineering teams wanting DORA benchmarking and AI impact measurement"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|anthropic-small|LinearB", "prompt": "c189-s3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "LinearB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "cost-effective pricing compared to enterprise platforms like LinearB, though the tradeoff is a smaller dataset scale"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|anthropic-small|Klipfolio", "prompt": "c189-s3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Klipfolio** is designed for small to mid-sized marketing teams"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|anthropic-small|PayScale", "prompt": "c189-s3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PayScale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**PayScale** is widely used for compensation benchmarking and pay range building ... attractive to lean HR teams"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|anthropic-small|Compease", "prompt": "c189-s3", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Compease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Compease** covers market-based salary benchmarking, job evaluation, and pay structure design, and is a good fit for HR professionals at small to mid-sized organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|challenger-small|Databox", "prompt": "c189-s3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best overall for a small team:** **Databox**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|challenger-small|Fathom", "prompt": "c189-s3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for finance-focused teams:** **Fathom**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|challenger-small|Similarweb", "prompt": "c189-s3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Similarweb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for competitor/digital benchmarking:** **Similarweb**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|challenger-small|APQC", "prompt": "c189-s3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "APQC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for process benchmarking and formal methodology:** **APQC**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|challenger-small|PayScale", "prompt": "c189-s3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PayScale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best for compensation benchmarking:** **PayScale** or **Salary.com**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|challenger-small|Salary.com", "prompt": "c189-s3", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Best for compensation benchmarking:** **PayScale** or **Salary.com**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|deepseek-small|Swarmia", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Swarmia", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Swarmia is the standout for genuinely small teams — it's free for up to 9 developers, transparently priced"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|deepseek-small|LinearB", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "LinearB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LinearB is a good step-up if you want PR workflow automation on top of metrics."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|deepseek-small|Waydev", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Waydev", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "historical-data caps (Waydev)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|deepseek-small|Jellyfish", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Jellyfish", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Jellyfish and DX lean enterprise (custom quotes, longer sales cycles), so they're generally overkill for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|deepseek-small|DX (Atlassian)", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "DX (Atlassian)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lean enterprise (custom quotes, longer sales cycles), so they're generally overkill for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|deepseek-small|Databox", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Databox is the most approachable all-round KPI benchmarking tool for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|deepseek-small|Similarweb", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Similarweb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "its real-world cost (quote-based, five-figure+ contracts) makes it impractical for most small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|deepseek-small|re:cap", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "re:cap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "re:cap and Lessie.ai are free, low-commitment options if you just want to see where you stand against peers quickly"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|deepseek-small|Lessie.ai", "prompt": "c189-s3", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Lessie.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "free, low-commitment options if you just want to see where you stand against peers quickly"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|google-small|Pave", "prompt": "c189-s3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "making it the gold standard for venture-backed companies trying to structure early employee stock options"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|google-small|Carta Total Comp", "prompt": "c189-s3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Carta Total Comp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Its **equity data is second to none** ... However, its salary data is sometimes considered less granular for non-tech roles."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|google-small|Ravio", "prompt": "c189-s3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This is the best choice if you have a European footprint."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|google-small|Payscale / Salary.com", "prompt": "c189-s3", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Payscale / Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Traditional small businesses or non-tech teams."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|meta-small|Jellyfish", "prompt": "c189-s3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Jellyfish", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Jellyfish ... For example, Jellyfish offers peer comparison across industry data and AI attribution"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|meta-small|Waydev", "prompt": "c189-s3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Waydev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Waydev provides industry percentiles and company-defined standards"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|meta-small|DX (Atlassian)", "prompt": "c189-s3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "DX (Atlassian)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DX (Atlassian) offers 4M+ samples and custom peer groups"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|meta-small|Typo", "prompt": "c189-s3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Typo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Typo provides similar companies, industries, and team sizes for benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|meta-small|Allstacks", "prompt": "c189-s3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Allstacks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Allstacks offers industry benchmarks from customer data and historical performance baselines"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|meta-small|Swarmia", "prompt": "c189-s3", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Swarmia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Swarmia provides reference bands and adoption, cost, and token data vs. delivery"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|mistral-small|Pave", "prompt": "c189-s3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pave**: Best for startups and small teams needing compensation benchmarks tailored to their stage and location."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|mistral-small|Ravio", "prompt": "c189-s3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Offers real-time, statistically validated compensation benchmarks... Good for small teams wanting reliable, up-to-date pay data."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|mistral-small|Varisource", "prompt": "c189-s3", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Varisource", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides broad benchmark data (50M+ data points) and done-for-you negotiation support. Best for small teams wanting comprehensive SaaS and cloud spend benchmarks."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|moonshot-small|LinearB", "prompt": "c189-s3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "LinearB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with LinearB or Swarmia free tiers to validate value"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|moonshot-small|Swarmia", "prompt": "c189-s3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Swarmia", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with LinearB or Swarmia free tiers to validate value"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|moonshot-small|Sleuth", "prompt": "c189-s3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Sleuth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider Sleuth if budget is tight but you need paid features"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|moonshot-small|Waydev", "prompt": "c189-s3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Waydev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Evaluate Waydev if you need industry benchmarking at a mid-market price point"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|moonshot-small|CodePulse", "prompt": "c189-s3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "CodePulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Very small teams or startups with zero budget for tooling"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|moonshot-small|Jellyfish", "prompt": "c189-s3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Jellyfish", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise Options (Less Suitable for Small Teams) - Jellyfish: Custom pricing, typically requires 50+ engineers"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|moonshot-small|DX (Atlassian)", "prompt": "c189-s3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "DX (Atlassian)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise-focused, developer experience measurement discipline"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|moonshot-small|Pluralsight Flow", "prompt": "c189-s3", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Pluralsight Flow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "~$50/dev/month, not recommended for new adoptions"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|openai-small|Payscale", "prompt": "c189-s3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Compensation:** Payscale or Salary.com"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|openai-small|Salary.com", "prompt": "c189-s3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Compensation:** Payscale or Salary.com"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|openai-small|Radford / Aon", "prompt": "c189-s3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Radford / Aon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better known in tech, startup, and more specialized compensation use cases. Strong if your team is in a hard-to-benchmark labor market."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|openai-small|Compete HR", "prompt": "c189-s3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Compete HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "focus on making compensation benchmarking easier to use inside a small team workflow, often with more modern interfaces and faster job matching"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|openai-small|Culture Amp", "prompt": "c189-s3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Very strong for engagement surveys and benchmark comparisons."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|openai-small|Gallup Access", "prompt": "c189-s3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Gallup Access", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best known for engagement benchmarking and the Q12 framework."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|openai-small|Lattice", "prompt": "c189-s3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Lattice / Leapsome**: stronger, more advanced people ops suites."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|openai-small|Leapsome", "prompt": "c189-s3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Lattice / Leapsome**: stronger, more advanced people ops suites."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|openai-small|15Five", "prompt": "c189-s3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**15Five**: continuous feedback and manager cadence."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|openai-small|PerformYard", "prompt": "c189-s3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**PerformYard**: simpler, more review-cycle oriented."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|openai-small|BambooHR", "prompt": "c189-s3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "easy SMB-friendly HR system, but benchmarking depth is usually lighter than specialized tools"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|openai-small|Rippling", "prompt": "c189-s3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Need simple SMB HR with enough benchmarking to get started:** **BambooHR** or **Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|openai-small|Workleap / Small Improvements", "prompt": "c189-s3", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Workleap / Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Workleap / Small Improvements** depending on your needs"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|xai-small|Databox", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Databox** (Best overall for most small teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|xai-small|SimpleKPI", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "SimpleKPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SimpleKPI** (Best for ultra-low budget)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|xai-small|Klipfolio", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Klipfolio** (Now part of Catchpoint; strong for data-heavy teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|xai-small|Geckoboard", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Geckoboard** (Best for real-time visibility)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|xai-small|SimilarWeb", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "SimilarWeb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SimilarWeb** (Best for free/freemium digital/marketing benchmarks)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|xai-small|LivePlan", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "LivePlan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Finance-specific**: LivePlan (~$20/mo, quick peer financial benchmarks)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|xai-small|Fathom", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fathom (SMB financial KPIs)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|xai-small|Jellyfish", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Jellyfish", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Dev/engineering**: Jellyfish or Waydev"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|xai-small|Waydev", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "Waydev", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Jellyfish or Waydev (industry percentiles for dev metrics; pricier, ~$100+/user/mo)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|xai-small|SizeUp", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "SizeUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Free options**: Tools like SizeUp"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|xai-small|BDC Business Performance Tool", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "BDC Business Performance Tool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "BDC Business Performance Tool, or Federal Reserve charts for basic industry stats"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|xai-small|PassMark", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "PassMark", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "look at PassMark or UserBenchmark, but those are more individual/consumer-oriented"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s3|xai-small|UserBenchmark", "prompt": "c189-s3", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "comparative", "raw": "UserBenchmark", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "look at PassMark or UserBenchmark, but those are more individual/consumer-oriented"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|alibaba-small|Payscale", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Payscale** is widely considered the best balance of accuracy, usability, and price for small-to-medium businesses (SMBs)."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|alibaba-small|Mercer", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike enterprise giants (like Mercer or Willis Towers Watson) which charge five-figure implementation fees"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|alibaba-small|Willis Towers Watson", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Willis Towers Watson", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise giants (like Mercer or Willis Towers Watson) which charge five-figure implementation fees"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|alibaba-small|Salary.com", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Granular/Specific Roles: Salary.com ... Buy a single report from **Salary.com**."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|alibaba-small|Bureau of Labor Statistics (BLS) / OES", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Bureau of Labor Statistics (BLS) / OES", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Free Option: Bureau of Labor Statistics (BLS) / OES"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|alibaba-small|Levels.fyi", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are a startup hiring engineers... this is the only resource that matters."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|alibaba-small|Robert Half", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Robert Half", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use the **BLS Occupational Employment Statistics** combined with **Robert Half Salary Guides** (free downloads)."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|alibaba-small|Kelly Services", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Kelly Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Robert Half / Kelly Services (Guidebooks): These staffing agencies release free annual salary guides"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|alibaba-small|Compare.com / Comparably", "prompt": "c189-s4", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Compare.com / Comparably", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Often geared toward mid-market, but they sometimes have lighter entry points"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|anthropic-small|Salary.com", "prompt": "c189-s4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Salary.com's scalable pricing models and user-friendly interface make enterprise-grade compensation intelligence accessible to resource-constrained organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|anthropic-small|SalaryExpert", "prompt": "c189-s4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "SalaryExpert", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a cost-effective compensation data platform designed specifically for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|anthropic-small|PayScale", "prompt": "c189-s4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "PayScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "one of the most widely used salary data platforms, offering real-time compensation insights"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|anthropic-small|Payfactors", "prompt": "c189-s4", "model": "anthropic-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payfactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "help small businesses access enterprise-grade salary benchmarking data and analytics without the complexity or cost barriers"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|challenger-small|Bureau of Labor Statistics (BLS)", "prompt": "c189-s4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Bureau of Labor Statistics (BLS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best value is usually the **Bureau of Labor Statistics (BLS)** because it is **free**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|challenger-small|Pave", "prompt": "c189-s4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pave** is the strongest free-tier option for startups under 200 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|challenger-small|Salary.com CompAnalyst", "prompt": "c189-s4", "model": "challenger-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong for market data and benchmarking, but it is not the cheapest option"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|deepseek-small|BLS Occupational Employment & Wage Statistics (OEWS)", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS Occupational Employment & Wage Statistics (OEWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start free with BLS OEWS (government data)** and **Pave's free tier**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|deepseek-small|Pave (Market Data Lite tier)", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave (Market Data Lite tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Free for companies with 1–200 employees ... most accessible starting point for early-stage teams"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|deepseek-small|Glassdoor", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Useful for seeing what specific competitors pay ... Caveat: self-reported data can be noisy"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|deepseek-small|Levels.fyi", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Levels.fyi** verified data starts around $800/mo. These are usually too expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|deepseek-small|Indeed", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use Glassdoor/Indeed** to spot-check competitor-specific pay."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|deepseek-small|Ravio", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Great if you're in EU/UK; compliance-ready."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|deepseek-small|PayScale", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "PayScale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Budget-friendly sub-$1,000 tier"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|deepseek-small|Salary.com CompAnalyst", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Largest US HR-reported dataset ... Generally more affordable than the enterprise giants"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|deepseek-small|Mercer", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Mercer MarketPricer** runs ~$300 *per job* ... usually too expensive for a small budget-conscious company"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|deepseek-small|Willis Towers Watson", "prompt": "c189-s4", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Willis Towers Watson", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "more affordable than the enterprise giants (Mercer, Willis Towers Watson)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|google-small|Mercer", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You no longer have to pay tens of thousands of dollars to legacy consultancies (like Mercer or Radford) for static PDF reports."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|google-small|Radford", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You no longer have to pay tens of thousands of dollars to legacy consultancies (like Mercer or Radford) for static PDF reports."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|google-small|Pave (Market Data Lite)", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave (Market Data Lite)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for Startups & Tech-Adjacent Companies: **Pave (Market Data Lite)** ... **Free** (for companies under 200 employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|google-small|The Bureau of Labor Statistics (BLS) & O*NET", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "The Bureau of Labor Statistics (BLS) & O*NET", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for Traditional, Non-Tech Small Businesses ... the gold standard for legally defensible, highly compliant salary ranges."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|google-small|Comprehensive.io", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Quick US Job Postings & Compliance: **Comprehensive.io**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|google-small|Ravio", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Small European Companies: **Ravio**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|google-small|Levels.fyi", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Levels.fyi is the most accurate source for top-of-market compensation"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|google-small|Glassdoor", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Completely free. While the data can be noisy (because it is self-reported by employees)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|google-small|Indeed Salary Insights", "prompt": "c189-s4", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Indeed Salary Insights", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "utilize the **BLS / government databases** alongside **Indeed Salary Insights** to construct your salary bands"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|meta-small|BLS OEWS", "prompt": "c189-s4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS OEWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one that offers free or low-cost data, such as BLS OEWS, Glassdoor, or Levels.fyi"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|meta-small|Glassdoor", "prompt": "c189-s4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "free or low-cost data, such as BLS OEWS, Glassdoor, or Levels.fyi"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|meta-small|Levels.fyi", "prompt": "c189-s4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "free or low-cost data, such as BLS OEWS, Glassdoor, or Levels.fyi"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|meta-small|Ficstar", "prompt": "c189-s4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ficstar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "some providers like Ficstar offer custom data collection services"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|meta-small|Pave", "prompt": "c189-s4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering tools like Pave, Comprehensive.io, and Pin, which offer free or low-cost salary benchmarking data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|meta-small|Comprehensive.io", "prompt": "c189-s4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "tools like Pave, Comprehensive.io, and Pin, which offer free or low-cost salary benchmarking data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|meta-small|Pin", "prompt": "c189-s4", "model": "meta-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "tools like Pave, Comprehensive.io, and Pin, which offer free or low-cost salary benchmarking data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|minimax-small|BLS OEWS", "prompt": "c189-s4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS OEWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a tight budget, start with BLS OEWS data (free) and supplement with Glassdoor or a single Mercer report as needed."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|minimax-small|Glassdoor", "prompt": "c189-s4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Bureau of Labor Statistics Occupational Employment and Wage Statistics (OEWS) data combined with Glassdoor cross-checking is free and accurate enough"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|minimax-small|Mercer MarketPricer", "prompt": "c189-s4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Mercer MarketPricer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mercer offers single-job reports at about $300 per job, which is cost-effective"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|minimax-small|Ravio", "prompt": "c189-s4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers 3 free benchmarks for three roles of your choice (no credit card required)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|minimax-small|WorldatWork CompAnalyst", "prompt": "c189-s4", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "WorldatWork CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Members get 5 free Benchmark Job Reports per calendar year"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|mistral-small|Bureau of Labor Statistics (BLS) OEWS", "prompt": "c189-s4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Bureau of Labor Statistics (BLS) OEWS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "starting with the **BLS OEWS** is the most budget-friendly option, as it's completely free"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|mistral-small|Pave", "prompt": "c189-s4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a free Market Data Lite tier for startups with 1-200 employees"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|mistral-small|Comprehensive.io", "prompt": "c189-s4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides free daily salary data for US tech roles"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|mistral-small|SalaryExpert", "prompt": "c189-s4", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "SalaryExpert", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "cost-effective compensation data platform designed specifically for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|moonshot-small|Pave", "prompt": "c189-s4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For tech-specific roles, **Pave's free tier** is the industry standard for startups."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|moonshot-small|Comprehensive.io", "prompt": "c189-s4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Free tier** with daily-refreshed tech compensation data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|moonshot-small|Ravio", "prompt": "c189-s4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3 free benchmarks** for any 3 roles (no credit card required)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|moonshot-small|BLS Occupational Employment and Wage Statistics (OEWS)", "prompt": "c189-s4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS Occupational Employment and Wage Statistics (OEWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The **BLS OEWS** is the most underrated resource \\u2013 it's comprehensive, completely free"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|moonshot-small|SalaryExpert", "prompt": "c189-s4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "SalaryExpert", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specifically designed for **small businesses** - More affordable than enterprise solutions"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|moonshot-small|Levels.fyi", "prompt": "c189-s4", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Starts around **$800/month**"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|openai-small|BambooHR", "prompt": "c189-s4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall budget-friendly choice: BambooHR"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|openai-small|Salary.com", "prompt": "c189-s4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "pricing is not transparent, and G2 notes cost concerns for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|openai-small|Open Benchmark", "prompt": "c189-s4", "model": "openai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Open Benchmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "notes an **\"Open Benchmark\" free entry point** for uploading anonymized compensation data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|xai-small|U.S. Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)", "prompt": "c189-s4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "U.S. Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendation is the U.S. Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics (OEWS)—it's completely free, reliable government data"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|xai-small|Pave's Market Data Lite", "prompt": "c189-s4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave's Market Data Lite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're a tech startup (<200 employees), Pave's Market Data Lite tier stands out as the best free option."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|xai-small|Glassdoor", "prompt": "c189-s4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free | Quick self-reported checks | Less accurate, variable quality"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|xai-small|Indeed", "prompt": "c189-s4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Glassdoor / Indeed | Free | Quick self-reported checks | Less accurate, variable quality"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|xai-small|Levels.fyi", "prompt": "c189-s4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Levels.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free basic | Tech roles/levels | Crowdsourced, tech-heavy"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|xai-small|Salary.com (basic)", "prompt": "c189-s4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Salary.com (basic)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Free limited searches; paid reports ~$300/job | Detailed US filters | Full access not free"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|xai-small|Payscale", "prompt": "c189-s4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Payscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free basic; paid deeper | Scenario modeling | Basic free tier limited"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|xai-small|Option Impact", "prompt": "c189-s4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Option Impact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free (with data contribution) | VC-backed tech startups | Requires survey participation"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|xai-small|Ravio", "prompt": "c189-s4", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For non-US/EU, check Ravio (free tier) or local gov data."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|zai-small|Pave", "prompt": "c189-s4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best provider is **Pave**, specifically its **Market Data Lite** free tier"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|zai-small|Comprehensive.io", "prompt": "c189-s4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Tech Companies: Comprehensive.io"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|zai-small|BLS (Bureau of Labor Statistics)", "prompt": "c189-s4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "BLS (Bureau of Labor Statistics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for \"Zero Budget\" / General Baseline: BLS (Bureau of Labor Statistics)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s4|zai-small|Glassdoor", "prompt": "c189-s4", "model": "zai-small", "cat": "compensation-benchmarking-data", "variant": "budget", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The data is \"noisy\" because it is self-reported by employees... do not rely on it for your final salary structure."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|alibaba-small|Radford", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Radford", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Standard databases (like Radford or WTW) are often skewed by massive enterprises ... driving up numbers."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|alibaba-small|WTW", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "WTW", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you should avoid the \"Big 4\" consultants (WTW, Mercer, Willis Towers Watson) as they will be too expensive and bloated for you"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|alibaba-small|Mercer", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "you should avoid the \"Big 4\" consultants (WTW, Mercer, Willis Towers Watson)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|alibaba-small|Willis Towers Watson", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Willis Towers Watson", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "you should avoid the \"Big 4\" consultants (WTW, Mercer, Willis Towers Watson)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|alibaba-small|Payscale", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Payscale / Salary.com:** Solid middle ground, good taxonomies."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|alibaba-small|Salary.com", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Salary.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Payscale / Salary.com:** Solid middle ground, good taxonomies."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|alibaba-small|CompAnalyst", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "CompAnalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**CompAnalyst / Equitable Work:** Often geared towards smaller entities."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|alibaba-small|Equitable Work", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Equitable Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**CompAnalyst / Equitable Work:** Often geared towards smaller entities."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|alibaba-small|Glassdoor", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Free, but generally less accurate regarding internal private data."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|alibaba-small|LinkedIn Salary", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "LinkedIn Salary", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Free, but generally less accurate regarding internal private data."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|alibaba-small|Hired", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Hired", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Specifically if you are a software/tech company and trying to compete against FAANG, these niche providers offer specific leveling data."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|alibaba-small|Levels.fyi", "prompt": "c189-s5", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Levels.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Specifically if you are a software/tech company ... these niche providers offer specific leveling data."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|deepseek-small|Glassdoor", "prompt": "c189-s5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Employee self-reported** (like Glassdoor \\u2014 least reliable, can be skewed)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|deepseek-small|Ravio", "prompt": "c189-s5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "What likely fits a 30-person company:** modern software-first providers (e.g., Ravio, SalaryCube, Pave...)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|deepseek-small|SalaryCube", "prompt": "c189-s5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "SalaryCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "modern software-first providers (e.g., Ravio, SalaryCube, Pave, Comprehensive.io-type tools in that category"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|deepseek-small|Pave", "prompt": "c189-s5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "modern software-first providers (e.g., Ravio, SalaryCube, Pave, Comprehensive.io-type tools in that category"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|deepseek-small|Comprehensive.io", "prompt": "c189-s5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Comprehensive.io-type tools in that category"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|deepseek-small|Levels.fyi", "prompt": "c189-s5", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Levels.fyi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Levels.fyi for tech roles) that offer live data, startup peer filtering, equity coverage, self-serve pricing, and trials"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|google-small|Pave", "prompt": "c189-s5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**US Venture-Backed Tech Startup** | **Pave**, **Option Impact (Carta)**, **Comprehensive.io** | Real-time, integration-backed data."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|google-small|Ravio", "prompt": "c189-s5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**UK / European Tech Startup** | **Ravio**, **Figures** | Best coverage of European markets"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|google-small|Option Impact", "prompt": "c189-s5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Option Impact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look for tools that specialize in this, such as Option Impact (by Carta) or Pave."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|google-small|Mercer", "prompt": "c189-s5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Providers like Mercer, Salary.com, or Payscale use traditional, submission-based annual surveys... the data is often \"aged\""}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|google-small|Salary.com", "prompt": "c189-s5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Salary.com (CompAnalyst)** | Highly robust, traditional databases with incredible regional and local accuracy for non-tech roles."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|google-small|Payscale", "prompt": "c189-s5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A localized tool like Payscale or Salary.com is usually better suited for this than a startup-focused tool."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|google-small|Glassdoor", "prompt": "c189-s5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Glassdoor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Platforms like Glassdoor or Payscale's consumer side rely on employees self-reporting... should generally be avoided for formal compensation planning."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|google-small|Comprehensive.io", "prompt": "c189-s5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Comprehensive.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Pave**, **Option Impact (Carta)**, **Comprehensive.io** | Real-time, integration-backed data."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|google-small|Figures", "prompt": "c189-s5", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Figures", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Ravio**, **Figures** | Best coverage of European markets, local currencies"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|minimax-small|Radford", "prompt": "c189-s5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Radford", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Radford** (now part of Mercator) – strong for tech/life sciences"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|minimax-small|Option Impact", "prompt": "c189-s5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Option Impact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Option Impact** – equity benchmarking"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|minimax-small|Payscale", "prompt": "c189-s5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payscale** – good for SMB, easy to use"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|minimax-small|Compdata", "prompt": "c189-s5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Compdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Compdata** – broad industry coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|minimax-small|SALARY.com", "prompt": "c189-s5", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "SALARY.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SALARY.com** – comprehensive, widely used"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|mistral-small|Radford (Aon)", "prompt": "c189-s5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Radford (Aon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade, but may be overkill for 30 people."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|mistral-small|Payscale", "prompt": "c189-s5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Good for SMBs, customizable, but can be pricey."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|mistral-small|Mercer (Select)", "prompt": "c189-s5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Mercer (Select)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High-quality, but may not be cost-effective for very small companies."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|mistral-small|Broadleaf", "prompt": "c189-s5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Broadleaf", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Specializes in small to mid-sized companies."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|mistral-small|BambooHR", "prompt": "c189-s5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BambooHR, Namely, or Rippling often include benchmarking features."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|mistral-small|Namely", "prompt": "c189-s5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Namely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BambooHR, Namely, or Rippling often include benchmarking features."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|mistral-small|Rippling", "prompt": "c189-s5", "model": "mistral-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "BambooHR, Namely, or Rippling often include benchmarking features."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|moonshot-small|Pave", "prompt": "c189-s5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Pave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with free tiers - Pave, Ravio, and Comprehensive.io all offer free options for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|moonshot-small|Ravio", "prompt": "c189-s5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with free tiers - Pave, Ravio, and Comprehensive.io all offer free options for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|moonshot-small|Comprehensive.io", "prompt": "c189-s5", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Comprehensive.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with free tiers - Pave, Ravio, and Comprehensive.io all offer free options for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|xai-small|figures.hr", "prompt": "c189-s5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "figures.hr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Figures.hr** | Small teams (<50) | Free up to 50 employees | Real-time, equity focus, simple UI."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|xai-small|Ravio", "prompt": "c189-s5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Ravio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ravio** | Startups/SMBs | ~$100-300/mo | Real-time data, strong on relevance/accuracy."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|xai-small|Payscale", "prompt": "c189-s5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Payscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good granularity, but check SMB discounts."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|xai-small|Salary.com", "prompt": "c189-s5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Salary.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Salary.com** | US-focused | Custom quotes | Multi-source, AI matching."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|xai-small|Culpepper", "prompt": "c189-s5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Culpepper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Culpepper** | Tech/SaaS | Quote-based | Equity + total comp for small firms."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|xai-small|Glassdoor", "prompt": "c189-s5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Glassdoor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Time saved on manual research (e.g., Glassdoor/Levels.fyi)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s5|xai-small|Levels.fyi", "prompt": "c189-s5", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "scale", "raw": "Levels.fyi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Time saved on manual research (e.g., Glassdoor/Levels.fyi)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|alibaba-small|Apollo.io", "prompt": "c189-s6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large providers like **Apollo.io** and **ZoomInfo** are architecturally designed for venture-backed or large organizations."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|alibaba-small|ZoomInfo", "prompt": "c189-s6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "these platforms often show \"low resolution,\" meaning their data can be incomplete or inaccurate"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|alibaba-small|Bench Accounting", "prompt": "c189-s6", "model": "alibaba-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Bench Accounting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "it has faced scrutiny from small business owners regarding accuracy (miscategorized transactions), customer support responsiveness, and \"bait-and-switch\" experiences"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|deepseek-small|Dun & Bradstreet (D&B)", "prompt": "c189-s6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Dun & Bradstreet (D&B)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Dun & Bradstreet (D&B) — Be Very Cautious / Avoid Paid Tiers"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|deepseek-small|Hoovers", "prompt": "c189-s6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Hoovers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise tools like Hoovers start at $25K+/year—out of reach and overkill for most small firms."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|deepseek-small|BLS", "prompt": "c189-s6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "BLS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free/reputable government sources (BLS, Census, SBA, SCORE) that publish sector statistics"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|deepseek-small|Census", "prompt": "c189-s6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free/reputable government sources (BLS, Census, SBA, SCORE)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|deepseek-small|SBA", "prompt": "c189-s6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "SBA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free/reputable government sources (BLS, Census, SBA, SCORE)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|deepseek-small|SCORE", "prompt": "c189-s6", "model": "deepseek-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "SCORE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free/reputable government sources (BLS, Census, SBA, SCORE)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|google-small|Glassdoor", "prompt": "c189-s6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Glassdoor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious:** Many small businesses use these free tools to set employee salary bands. However, the data is almost entirely self-reported"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|google-small|Payscale", "prompt": "c189-s6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Payscale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Public-facing salary sites (like Glassdoor or free tiers of Payscale)... data is almost entirely self-reported"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|google-small|Radford (Aon)", "prompt": "c189-s6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Radford (Aon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their data pool is heavily skewed toward massive corporations with deep pockets"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|google-small|Mercer", "prompt": "c189-s6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Mercer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-Heavy Global Consultancies... Why to be cautious... data pool is heavily skewed toward massive corporations"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|google-small|Korn Ferry", "prompt": "c189-s6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Korn Ferry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-Heavy Global Consultancies... heavily skewed toward massive corporations with deep pockets"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|google-small|Willis Towers Watson", "prompt": "c189-s6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Willis Towers Watson", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-Heavy Global Consultancies... heavily skewed toward massive corporations with deep pockets"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|google-small|Ravio", "prompt": "c189-s6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Ravio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Choose benchmarking tools specifically designed for your industry (e.g., *Ravio* or *Figures.hr* for tech startups"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|google-small|Figures.hr", "prompt": "c189-s6", "model": "google-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Figures.hr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "*Ravio* or *Figures.hr* for tech startups"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|minimax-small|UserBenchmark", "prompt": "c189-s6", "model": "minimax-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "UserBenchmark", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "UserBenchmark (for hardware) has been criticized for being biased toward specific manufacturers"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|moonshot-small|Benchmark International", "prompt": "c189-s6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Benchmark International", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "one provider that appears in complaint searches is **Benchmark International** ... noted for **not responding to negative reviews**, which is a customer-service red flag to investigate before engaging"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|moonshot-small|Bench.co", "prompt": "c189-s6", "model": "moonshot-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Bench.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "\"Bench.co,\" which appears in some complaint searches, is a bookkeeping service, not a benchmarking provider."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|xai-small|Deloitte", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Deloitte", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-focused ones like Deloitte or McKinsey are reputable but often **avoid for small businesses** due to high costs, complex engagements"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|xai-small|Hackett Group", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Hackett Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "No major benchmarking-specific providers (e.g., Deloitte, Hackett Group, Computer Economics) have widespread scam complaints for SMBs."}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|xai-small|Computer Economics", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Computer Economics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Reputable for basics**: Computer Economics (budget IT benchmarks)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|xai-small|McKinsey", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "McKinsey", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-focused ones like Deloitte or McKinsey are reputable but often **avoid for small businesses** due to high costs"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|xai-small|Benchmark Business Sales & Valuations", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Benchmark Business Sales & Valuations", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Watch out for sales/brokerage firms posing as benchmarking services (e.g., Benchmark Business Sales & Valuations)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|xai-small|Bench Accounting", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Bench Accounting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "1-year no-escape clauses, like Bench Accounting complaints on Reddit/Trustpilot"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|xai-small|LivePlan", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "LivePlan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Affordable/SMB-friendly options**: LivePlan (includes industry benchmarking, praised for ease)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|xai-small|Google Analytics Benchmarks", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Google Analytics Benchmarks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "free tools like Google Analytics Benchmarks"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|xai-small|BizMiner", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "BizMiner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "industry reports from BizMiner/ Risk Management Association (RMA)"}, {"id": "mai-20260918-0021-calibration_b-2|c189-s6|xai-small|Risk Management Association (RMA)", "prompt": "c189-s6", "model": "xai-small", "cat": "compensation-benchmarking-data", "variant": "negative", "raw": "Risk Management Association (RMA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "industry reports from BizMiner/ Risk Management Association (RMA)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|alibaba-small|SAP Fieldglass", "prompt": "c196-l1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For SAP-centric organizations: SAP Fieldglass remains the standard for ease of implementation and financial reconciliation."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|alibaba-small|Beeline", "prompt": "c196-l1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Beeline is frequently recommended by industry analysts (e.g., Ardent Partners) as the top performer for enterprise contingent workforce management."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|alibaba-small|Workday VNDLY", "prompt": "c196-l1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Workday-centric organizations: Workday VNDLY is the logical choice for unified governance."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|alibaba-small|Magnit", "prompt": "c196-l1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Emerging as a strong competitor, particularly praised for its flexibility and native Direct Sourcing capabilities."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|alibaba-small|TalentDesk / Worksuite", "prompt": "c196-l1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "TalentDesk / Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Often cited for mid-market to upper-echelon enterprises that need strong freelancer/contractor management alongside traditional VMS functions."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|anthropic-small|SimplifyVMS", "prompt": "c196-l1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SimplifyVMS** and **Magnit** stand out as leading choices."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|anthropic-small|Magnit", "prompt": "c196-l1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Magnit and Simplify are the two platforms worth a full evaluation"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|anthropic-small|SAP Fieldglass", "prompt": "c196-l1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "## Other Strong Contenders\n\n- **SAP Fieldglass**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|anthropic-small|Beeline", "prompt": "c196-l1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a vendor management system designed for organizations and staffing agencies"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|anthropic-small|Workday VNDLY", "prompt": "c196-l1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for organizations already invested in Workday for HR and finance"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|challenger-small|SAP Fieldglass", "prompt": "c196-l1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest top choice is **SAP Fieldglass**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|challenger-small|Beeline", "prompt": "c196-l1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best alternative when your priority is enterprise workflow depth"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|challenger-small|Workday VNDLY", "prompt": "c196-l1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest if your company is already standardized on Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|challenger-small|Magnit", "prompt": "c196-l1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if you want a VMS combined with managed services and payrolling"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|challenger-small|TalentDesk", "prompt": "c196-l1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "TalentDesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "is not the default choice for a large mature enterprise contingent labor program"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|deepseek-small|SAP Fieldglass", "prompt": "c196-l1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large enterprise B2B companies, **SAP Fieldglass** and **Beeline** are the two safest, most robust choices"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|deepseek-small|Beeline", "prompt": "c196-l1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SAP Fieldglass** and **Beeline** are the two safest, most robust choices"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|deepseek-small|Magnit", "prompt": "c196-l1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **direct sourcing and SOW** strength, add **Magnit** to your shortlist."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|deepseek-small|Workday VNDLY", "prompt": "c196-l1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "On Workday? **VNDLY** integrates naturally."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|deepseek-small|Coupa Contingent Workforce", "prompt": "c196-l1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for governed procurement-led sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|google-small|SAP Fieldglass", "prompt": "c196-l1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Fieldglass is the undisputed giant of the VMS space, holding the largest market share in terms of total contingent spend managed."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|google-small|Beeline (Enterprise)", "prompt": "c196-l1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline (Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Beeline is the leading independent, non-ERP-affiliated VMS. It is highly regarded by enterprise procurement leaders who want to avoid vendor lock-in."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|google-small|Workday VNDLY", "prompt": "c196-l1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Workday VNDLY if: Your organization is standardized on Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|google-small|Magnit VMS (formerly PRO Unlimited)", "prompt": "c196-l1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit VMS (formerly PRO Unlimited)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "a bundled platform like Magnit might represent a conflict of interest."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|meta-small|SAP Fieldglass", "prompt": "c196-l1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vendor management system for contingent workers for an enterprise B2B company is SAP Fieldglass."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|minimax-small|SAP Fieldglass", "prompt": "c196-l1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is widely recognized as a top choice for large global enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|minimax-small|SimplifyVMS", "prompt": "c196-l1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong for large-scale and Fortune 500 enterprise programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|minimax-small|Magnit", "prompt": "c196-l1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "excels in enterprise direct sourcing + SOW management"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|minimax-small|Coupa Contingent Workforce", "prompt": "c196-l1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "well-suited for procurement-led enterprise programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|mistral-small|SAP Fieldglass", "prompt": "c196-l1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most highly recommended vendor management system (VMS) is **SAP Fieldglass**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|mistral-small|Magnit", "prompt": "c196-l1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include Magnit, which is praised for enterprise direct sourcing and SOW management"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|moonshot-small|SAP Fieldglass", "prompt": "c196-l1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Already using SAP? | SAP Fieldglass"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|moonshot-small|Beeline", "prompt": "c196-l1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprise B2B companies, **Beeline** is often the strongest choice"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|moonshot-small|Magnit", "prompt": "c196-l1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want integrated direct sourcing + VMS? | Magnit"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|moonshot-small|Workday VNDLY", "prompt": "c196-l1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already using Workday? | Workday VNDLY"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|openai-small|SAP Fieldglass", "prompt": "c196-l1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall: SAP Fieldglass**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|openai-small|Workday VNDLY", "prompt": "c196-l1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday VNDLY** if you already run Workday and want tighter HCM/workforce-data integration"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|openai-small|Beeline", "prompt": "c196-l1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Beeline** if your priority is a strong enterprise VMS focused on external workforce control"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|xai-small|SAP Fieldglass", "prompt": "c196-l1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Fieldglass consistently ranks as the top choice for large-scale enterprise programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|xai-small|Beeline", "prompt": "c196-l1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Beeline**: Solid for global B2B with subscription pricing based on spend/suppliers; lower ratings but reliable."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|xai-small|Magnit", "prompt": "c196-l1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Emerging leaders for modern enterprises needing direct sourcing; more mid-market ready but scale well."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|xai-small|SimplifyVMS", "prompt": "c196-l1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Magnit & SimplifyVMS: Emerging leaders for modern enterprises needing direct sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|xai-small|VNDLY (Workday)", "prompt": "c196-l1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VNDLY (Workday)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workday-native enterprises | Seamless HR integration | Good (if Workday user)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|xai-small|Coupa Contingent", "prompt": "c196-l1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Coupa Contingent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Procurement-led B2B programs | Ties into broader spend mgmt"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|zai-small|SAP Fieldglass", "prompt": "c196-l1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a large SAP-centric enterprise, SAP Fieldglass is a proven, robust choice with unmatched integration depth."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|zai-small|Beeline", "prompt": "c196-l1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want a VMS-first vendor with industry-leading direct sourcing and SOW capabilities, Beeline is the top recommendation."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|zai-small|Magnit", "prompt": "c196-l1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Magnit is a strong contender."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|zai-small|Workday VNDLY", "prompt": "c196-l1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're Workday-only, Workday VNDLY provides a seamless, unified experience."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l1|zai-small|TalentDesk.io", "prompt": "c196-l1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "TalentDesk.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "TalentDesk.io offers compelling global coverage and compliance features"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|alibaba-small|WorkSuite", "prompt": "c196-l2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your primary concern is **risk mitigation and integration with legacy finance systems**: Choose **WorkSuite**."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|alibaba-small|Multiplier", "prompt": "c196-l2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a **unified platform for both employees and contractors**: Choose **Multiplier**."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|alibaba-small|Deel", "prompt": "c196-l2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your primary concern is **speed, ease of use, and global flexibility**: Choose **Deel**."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|anthropic-small|Worksuite", "prompt": "c196-l2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Worksuite** appears most specifically designed for the scale and complexity of large enterprise operations"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|anthropic-small|WorkMarket by ADP", "prompt": "c196-l2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for large enterprises with distributed contractor programs, particularly for 1099-heavy operations already leaning on ADP infrastructure"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|anthropic-small|Worksome", "prompt": "c196-l2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong fit for mid-size to enterprise companies that engage contract talent at high volume"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|challenger-small|WorkMarket by ADP", "prompt": "c196-l2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **WorkMarket by ADP** if your priority is **enterprise-scale governance, compliance, and managing a large contingent workforce**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|challenger-small|Upwork Enterprise", "prompt": "c196-l2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Upwork Enterprise** is also a strong choice"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|challenger-small|Worksome", "prompt": "c196-l2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Worksome** is a particularly strong contender"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|challenger-small|TalentDesk", "prompt": "c196-l2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Companies managing freelancers and vendors at scale | Broad lifecycle coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|challenger-small|Worksuite", "prompt": "c196-l2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Frequently recommended for enterprise compliance and visibility."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|deepseek-small|Worksuite", "prompt": "c196-l2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top recommendation:** For a large B2B company with thousands of employees, **Worksuite** is the strongest general-purpose choice"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|deepseek-small|WorkMarket (by ADP)", "prompt": "c196-l2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMarket (by ADP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for 1099-heavy, distributed contractor programs ... **WorkMarket** may integrate more naturally"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|deepseek-small|Deel", "prompt": "c196-l2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your priority is multinational compliance, **Deel** is worth a close look"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|deepseek-small|Upwork Enterprise", "prompt": "c196-l2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need active talent sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|deepseek-small|Fiverr Enterprise", "prompt": "c196-l2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fiverr Enterprise is particularly noted for enterprise-scale engagement workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|google-small|WorkMarket (an ADP Company)", "prompt": "c196-l2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMarket (an ADP Company)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. WorkMarket (an ADP Company)... built specifically for the compliance and security standards of Fortune 500-level enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|google-small|Worksome", "prompt": "c196-l2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Worksome is an industry leader in automating that risk away"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|google-small|Worksuite", "prompt": "c196-l2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Worksuite excels at letting you build tailored, automated onboarding pipelines for each department"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|google-small|Fiverr Enterprise (formerly Stoke Talent)", "prompt": "c196-l2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise (formerly Stoke Talent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fiverr Enterprise is a powerful SaaS layer that sits on top of your existing workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|google-small|Deel (Enterprise / Contractor)", "prompt": "c196-l2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel (Enterprise / Contractor)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deel is unmatched in local compliance and localized contract generation"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|meta-small|WorkMarket by ADP", "prompt": "c196-l2", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best freelancer management platform for a large B2B company with thousands of employees would be WorkMarket by ADP or Worksuite"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|meta-small|Worksuite", "prompt": "c196-l2", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Worksuite is ranked as the #1 FMS in the 2024 Freelance Management System buyer guide"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|minimax-small|Worksuite", "prompt": "c196-l2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Worksuite** as the top choice for a large B2B company with thousands of employees."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|minimax-small|WorkMarket by ADP", "prompt": "c196-l2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WorkMarket by ADP** - Ideal if you're already using ADP infrastructure"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|minimax-small|Upwork Enterprise", "prompt": "c196-l2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Upwork Enterprise** - Good for advanced talent sourcing and centralized reporting"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|minimax-small|Fiverr Enterprise", "prompt": "c196-l2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fiverr Enterprise** - Similar capabilities with strong compliance workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|mistral-small|Upwork Enterprise", "prompt": "c196-l2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most highly recommended freelancer management platforms are **Upwork Enterprise** and **Fiverr Enterprise**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|mistral-small|Fiverr Enterprise", "prompt": "c196-l2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the most highly recommended freelancer management platforms are **Upwork Enterprise** and **Fiverr Enterprise**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|mistral-small|WorkMarket by ADP", "prompt": "c196-l2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for companies already using ADP infrastructure and needing to manage a large volume of 1099 contractors."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|mistral-small|WorkSuite", "prompt": "c196-l2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Designed for larger businesses, offering comprehensive features from sourcing to payments and legal compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|mistral-small|Multiplier", "prompt": "c196-l2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for distributed companies managing contractors across multiple countries from a single workspace."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|moonshot-small|SAP Fieldglass", "prompt": "c196-l2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd typically point you toward **SAP Fieldglass** or **Beeline** if this is a procurement/HR-led initiative tied to your existing ERP ecosystem."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|moonshot-small|Beeline", "prompt": "c196-l2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd typically point you toward **SAP Fieldglass** or **Beeline**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|moonshot-small|Magnit", "prompt": "c196-l2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want **direct sourcing** (bypassing staffing agencies) plus SOW management integrated in one platform."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|moonshot-small|VNDLY (Workday)", "prompt": "c196-l2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "VNDLY (Workday)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're already a Workday shop. Native integration with Workday HCM/Finance."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|moonshot-small|Upwork Enterprise", "prompt": "c196-l2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Upwork Enterprise** or **YunoJuno** are the strongest modern FMS options."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|moonshot-small|YunoJuno", "prompt": "c196-l2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "YunoJuno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highest user ratings (4.8/5) for full-lifecycle FMS."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|moonshot-small|Worksome", "prompt": "c196-l2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong for **compliance-heavy** enterprises. AI-driven talent matching"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|moonshot-small|Deel", "prompt": "c196-l2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best if you have a **globally distributed** workforce. Automated compliance tools covering 150+ countries."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|openai-small|Deel", "prompt": "c196-l2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Deel** for broad operational coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|openai-small|Upwork Enterprise", "prompt": "c196-l2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "shortlist **Upwork Enterprise** if sourcing talent from a marketplace is equally important"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|openai-small|Worksuite", "prompt": "c196-l2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Worksuite** if your company is heavily focused on a **contingent workforce / contractor management program**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|xai-small|WorkMarket by ADP", "prompt": "c196-l2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend WorkMarket by ADP as the top freelancer management platform (FMS)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|xai-small|Worksuite", "prompt": "c196-l2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Worksuite | Global creative/media enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|xai-small|Upwork Enterprise", "prompt": "c196-l2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Marketplace fees add up at high volume; less specialized in full compliance/onboarding vs. pure FMS."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|xai-small|Fiverr Enterprise", "prompt": "c196-l2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better for defined gigs than broad B2B contractor programs."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|xai-small|Deel", "prompt": "c196-l2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Upwork or Deel (global focus, but more contractor payroll)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|zai-small|Upwork Enterprise", "prompt": "c196-l2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Upwork Enterprise** if you prioritize an integrated talent marketplace with strong project management and reporting"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|zai-small|Deel", "prompt": "c196-l2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** or **Multiplier** are stronger choices"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|zai-small|Multiplier", "prompt": "c196-l2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deel** or **Multiplier** are stronger choices"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|zai-small|Remote", "prompt": "c196-l2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "End‑to‑end international hiring | EOR support across many countries"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|zai-small|Fiverr Enterprise", "prompt": "c196-l2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Fiverr Enterprise or Worksuite if you need enterprise‑grade governance"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|zai-small|Worksuite", "prompt": "c196-l2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Fiverr Enterprise or Worksuite if you need enterprise‑grade governance"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l2|zai-small|Safeguard Global / Papaya Global", "prompt": "c196-l2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Safeguard Global / Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Global payroll + contractor management ... Less of a marketplace; primarily back‑office and payroll‑focused"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|alibaba-small|SAP Fieldglass", "prompt": "c196-l3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose SAP Fieldglass** if you are a large global enterprise using SAP and need maximum compliance and spend control."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|alibaba-small|Beeline", "prompt": "c196-l3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Beeline** if you want a best-in-class VMS that works with any ERP and has a superior modern interface."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|alibaba-small|Magnit", "prompt": "c196-l3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Magnit** if cost optimization and invoice audit services are your top priorities."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|alibaba-small|Workday VNDLY", "prompt": "c196-l3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Workday VNDLY** if you are a Workday customer and want to unify contingent and internal worker data easily."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|alibaba-small|Worksuite", "prompt": "c196-l3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong contender with a focus on flexibility and technology-led sourcing."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|alibaba-small|Deel", "prompt": "c196-l3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Consider Deel or Remote** if your primary need is global contractor payroll, compliance, and payments"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|alibaba-small|Remote", "prompt": "c196-l3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Consider Deel or Remote** if your primary need is global contractor payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|alibaba-small|Upwork Business", "prompt": "c196-l3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "For simpler, freelance-dominated models, **Deel, Worksuite, or Upwork Business** might suffice."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|anthropic-small|Worksuite", "prompt": "c196-l3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Worksuite for established freelancer programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|anthropic-small|Worksome", "prompt": "c196-l3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Worksome for compliance-led contractor management"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|anthropic-small|Deel", "prompt": "c196-l3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deel and Remote suit organizations combining contractors with global employment"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|anthropic-small|Remote", "prompt": "c196-l3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deel and Remote suit organizations combining contractors with global employment"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|anthropic-small|SAP Fieldglass", "prompt": "c196-l3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Fieldglass stands out as an enterprise-grade contingent workforce management suite that centralizes vendor, worker, and job intake into one operational workflow."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|anthropic-small|Beeline", "prompt": "c196-l3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Beeline is a leading Vendor Management System (VMS) for contingent workforce management"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|anthropic-small|TalentDesk", "prompt": "c196-l3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "TalentDesk's proposition places particular emphasis on connecting freelancers, contractors and vendors with project, task, budget and payment management"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|anthropic-small|SAP Ariba", "prompt": "c196-l3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Fieldglass and SAP Ariba strengthen procurement-adjacent integration paths"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|anthropic-small|ADP Vantage HCM", "prompt": "c196-l3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "ADP Vantage HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ADP Vantage HCM targets integration with ADP payroll and HR data pipelines for contingent workforce analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|challenger-small|SAP Fieldglass", "prompt": "c196-l3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strongest fit for broad, enterprise-scale VMS coverage and compliance-heavy operations"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|challenger-small|Beeline", "prompt": "c196-l3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Beeline** for governance and extended-workforce oversight"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|challenger-small|Magnit", "prompt": "c196-l3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Magnit** for direct sourcing plus program services"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|challenger-small|Workday VNDLY", "prompt": "c196-l3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **VNDLY** if you are already on **Workday**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|challenger-small|Coupa", "prompt": "c196-l3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Coupa** or **Ivalua** if procurement owns the process"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|challenger-small|Ivalua", "prompt": "c196-l3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strongest when the buying motion is source-to-pay with supplier onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|challenger-small|SimplifyVMS", "prompt": "c196-l3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "positioned as a more configurable enterprise option"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|deepseek-small|Magnit", "prompt": "c196-l3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Holds the largest single vendor market share (~17%), it's the rare provider that combines **VMS technology and MSP program management in one**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|deepseek-small|SAP Fieldglass", "prompt": "c196-l3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Arguably the dominant pure VMS for Fortune 500 companies with complex, global workforces"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|deepseek-small|Beeline", "prompt": "c196-l3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern UX, strong SOW, faster rollouts regardless of your ERP?** → Beeline"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|deepseek-small|Workday VNDLY", "prompt": "c196-l3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for organizations already on Workday HCM, offering a **unified total-workforce data model**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|deepseek-small|Coupa Contingent Workforce", "prompt": "c196-l3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for **procurement-led organizations**, since it lives within Coupa's full Business Spend Management suite"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|deepseek-small|SimplifyVMS", "prompt": "c196-l3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Want VMS + managed services combined and direct sourcing/IC depth?** → Magnit or SimplifyVMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|deepseek-small|GEP SMART", "prompt": "c196-l3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**GEP SMART** (analytics-driven source-to-pay)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|deepseek-small|VectorVMS", "prompt": "c196-l3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**VectorVMS** (mid-to-large)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|deepseek-small|MBO Partners", "prompt": "c196-l3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "MBO Partners", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "now owner of MBO Partners after its 2025 acquisition"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|google-small|SAP Fieldglass", "prompt": "c196-l3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "As the undisputed legacy giant of the VMS space, SAP Fieldglass is localized in over 190 countries."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|google-small|Beeline (Extended Workforce Platform)", "prompt": "c196-l3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline (Extended Workforce Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Beeline offers the best independent, middle-of-the-road integration capabilities."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|google-small|Workday VNDLY", "prompt": "c196-l3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you run Workday, choosing VNDLY eliminates the headaches of syncing employee/non-employee databases"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|google-small|Magnit (formerly PRO Unlimited)", "prompt": "c196-l3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit (formerly PRO Unlimited)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Magnit's hybrid model is highly efficient."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|google-small|Coupa Contingent Workforce (formerly DCR Workforce)", "prompt": "c196-l3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce (formerly DCR Workforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP Fieldglass or Coupa are the most robust tools to prevent budget leakage."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|meta-small|SAP Fieldglass", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Fieldglass is the largest VMS in the market by total spend under management and is the default choice for the largest global enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|meta-small|Beeline", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Beeline is a pure-play contingent workforce platform, meaning its entire product roadmap is dedicated to the extended workforce."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|meta-small|Magnit", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top enterprise-grade contingent workforce platforms include SAP Fieldglass, Beeline, Magnit, Workday VNDLY, Coupa, GEP SMART, VectorVMS, and Utmost."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|meta-small|Workday VNDLY", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms include SAP Fieldglass, Beeline, Magnit, Workday VNDLY, Coupa, GEP SMART, VectorVMS, and Utmost"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|meta-small|Coupa", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms include SAP Fieldglass, Beeline, Magnit, Workday VNDLY, Coupa, GEP SMART, VectorVMS, and Utmost"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|meta-small|GEP SMART", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms include SAP Fieldglass, Beeline, Magnit, Workday VNDLY, Coupa, GEP SMART, VectorVMS, and Utmost"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|meta-small|VectorVMS", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "VectorVMS works better for SMBs wanting configurable requisition-to-onboarding workflow control."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|meta-small|Utmost", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Utmost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "platforms include SAP Fieldglass, Beeline, Magnit, Workday VNDLY, Coupa, GEP SMART, VectorVMS, and Utmost"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|meta-small|WorkMarket", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "WorkMarket is the strongest pick if you need governed contractor onboarding and workflow automation across internal teams and suppliers."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|meta-small|Ivalua", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Ivalua is the best fit when an enterprise needs governed services procurement and supplier onboarding for contingent workers in a single source-to-pay flow."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|meta-small|Field Nation", "prompt": "c196-l3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Field Nation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Field Nation is a good option if your budget is tight and you prioritize fast on-site contractor fulfillment."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|minimax-small|Magnit", "prompt": "c196-l3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Magnit leads in market share"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|minimax-small|SAP Fieldglass", "prompt": "c196-l3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "SAP Fieldglass dominates for large enterprises needing deep integration"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|minimax-small|Beeline", "prompt": "c196-l3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Enterprises needing strong analytics and reporting"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|minimax-small|Coupa Contingent Workforce", "prompt": "c196-l3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Coupa excels for procurement-focused organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|minimax-small|Flextrack", "prompt": "c196-l3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Flextrack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Flextrack suits those wanting Salesforce flexibility"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|minimax-small|Workday VNDLY", "prompt": "c196-l3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Enterprises using Workday HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|mistral-small|Coupa Contingent Workforce (CCW)", "prompt": "c196-l3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce (CCW)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Coupa Contingent Workforce (CCW)** ... **Coupa** excels in spend management and procurement governance."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|mistral-small|Beeline", "prompt": "c196-l3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Beeline** leads in direct sourcing and VMS capabilities for large, complex programs."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|mistral-small|Upwork Enterprise", "prompt": "c196-l3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Upwork Enterprise** is unmatched for project-based, global freelance talent management."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|mistral-small|TalentDesk.io", "prompt": "c196-l3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for mid-market or procurement-led programs needing streamlined workflows and supplier control"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|mistral-small|Flextrack", "prompt": "c196-l3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Flextrack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Procurement- and operations-led programs needing supplier-driven requisition workflows."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|moonshot-small|SAP Fieldglass", "prompt": "c196-l3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Market Position**: The global leader by spend under management"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|moonshot-small|Beeline", "prompt": "c196-l3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Second-largest VMS; strong in both mid-market and large enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|moonshot-small|Magnit", "prompt": "c196-l3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "#1 market share leader (17.4% in 2024)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|moonshot-small|Workday VNDLY", "prompt": "c196-l3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leader in Everest Group's 2026 VMS PEAK Matrix"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|moonshot-small|SimplifyVMS", "prompt": "c196-l3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rising challenger focused on AI-powered, cloud-native architecture"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|moonshot-small|Coupa", "prompt": "c196-l3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong in procurement-led organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|openai-small|SAP Fieldglass", "prompt": "c196-l3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **SAP Fieldglass** if you need **global scale, SAP integration, and combined contingent + services procurement**."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|openai-small|Beeline", "prompt": "c196-l3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **Beeline** if you want a **specialist, pure-play VMS** with strong governance and flexible integrations."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|openai-small|Magnit VMS", "prompt": "c196-l3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit VMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **Magnit** if your priority is **end-to-end external workforce supply-chain management**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|xai-small|Magnit", "prompt": "c196-l3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Magnit (formerly PRO Unlimited / Workforce Logiq)** - Largest market share (~17.4% in 2024)."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|xai-small|SAP Fieldglass", "prompt": "c196-l3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP Fieldglass** - Strong global leader, especially in SAP ecosystems."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|xai-small|Beeline", "prompt": "c196-l3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Beeline** - Pioneer in extended workforce management."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|xai-small|VNDLY (by Workday)", "prompt": "c196-l3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VNDLY (by Workday)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**VNDLY (by Workday)** - Integrated for Workday HCM users."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|xai-small|Coupa Contingent Workforce", "prompt": "c196-l3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Coupa Contingent Workforce** - Procurement-focused."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|xai-small|SimplifyVMS", "prompt": "c196-l3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SimplifyVMS** - Scalable for Fortune 500."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|xai-small|Upwork Enterprise", "prompt": "c196-l3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Marketplace-style for project-based freelance"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|xai-small|GEP SMART", "prompt": "c196-l3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "appear in top-10 lists but are less dominant for pure contingent workforce"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|xai-small|Oracle Fusion Cloud Procurement", "prompt": "c196-l3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "appear in top-10 lists but are less dominant for pure contingent workforce"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|xai-small|Ivalua", "prompt": "c196-l3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "appear in top-10 lists but are less dominant for pure contingent workforce"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|zai-small|SAP Fieldglass", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market‑leader by spend under management; the go‑to for large enterprises already in the SAP ecosystem."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|zai-small|Beeline", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Beeline is the go‑to for a VMS‑first, AI‑enabled solution with strong SOW capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|zai-small|Coupa Contingent Workforce (CCW)", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce (CCW)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best overall for procurement‑centric teams; tightly integrated with Coupa's spend‑management suite."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|zai-small|Upwork Enterprise", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal when you want a talent‑marketplace approach with built‑in compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|zai-small|Ivalua External Workforce Management (EWM)", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Ivalua External Workforce Management (EWM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprises that need external‑workforce spend tightly embedded in their broader procure‑to‑pay"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|zai-small|Workday", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Organizations already on Workday that want a single platform for contingent labor"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|zai-small|Oracle", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Large enterprises already in the Oracle ecosystem that want contingent labor embedded"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|zai-small|ADP", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Integrated payroll + VMS | ADP Workforce Now / ADP VMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|zai-small|PeopleFluent", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "PeopleFluent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "VMS features are less specialized than Fieldglass/Beeline."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|zai-small|Cielo", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Cielo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Large staffing‑services and consulting firms that provide both VMS functionality and managed services."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|zai-small|Talentsoft", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Talentsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Large staffing‑services and consulting firms that provide both VMS functionality and managed services."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|zai-small|Avature", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Avature", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Large staffing‑services and consulting firms that provide both VMS functionality and managed services."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|zai-small|Jobvite", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Jobvite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Large staffing‑services and consulting firms that provide both VMS functionality and managed services."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|zai-small|Pontoon Solutions", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Pontoon Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Large staffing‑services and consulting firms that provide both VMS functionality and managed services."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|zai-small|KellyOCG", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "KellyOCG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Managed‑service provider that also runs the VMS | Cielo, Randstad Sourceright, KellyOCG, Allegis, etc."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|zai-small|Allegis Global Solutions", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Allegis Global Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Managed‑service provider that also runs the VMS | Cielo, Randstad Sourceright, KellyOCG, Allegis, etc."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|zai-small|Randstad Sourceright", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Randstad Sourceright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Managed‑service provider that also runs the VMS | Cielo, Randstad Sourceright, KellyOCG, Allegis, etc."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l3|zai-small|ManpowerGroup Solutions", "prompt": "c196-l3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "ManpowerGroup Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Large staffing‑services and consulting firms that provide both VMS functionality and managed services."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|alibaba-small|SAP Fieldglass", "prompt": "c196-l4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need **deep services procurement (SOW)** alongside staff augmentation: Choose **SAP Fieldglass**."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|alibaba-small|SimplifyVMS", "prompt": "c196-l4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you value **user experience, speed, and agility**: Choose **SimplifyVMS**."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|alibaba-small|Workday VNDLY", "prompt": "c196-l4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a **Workday shop** and prioritize data unity: Choose **Workday VNDLY**."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|anthropic-small|SAP Fieldglass", "prompt": "c196-l4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Fieldglass remains the most proven choice due to its scale, rate management capabilities, and established enterprise support."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|anthropic-small|Beeline", "prompt": "c196-l4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Large global enterprises often favor platforms such as SAP Fieldglass, Beeline, Workday VNDLY, or Magnit"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|anthropic-small|Workday VNDLY", "prompt": "c196-l4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday VNDLY is a strong option for organizations that already rely on Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|anthropic-small|Magnit", "prompt": "c196-l4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Magnit is noteworthy for enterprises managing large spend globally."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|anthropic-small|SimplifyVMS", "prompt": "c196-l4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SimplifyVMS offers intelligence-driven sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|challenger-small|SAP Fieldglass", "prompt": "c196-l4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **SAP Fieldglass**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|challenger-small|Beeline", "prompt": "c196-l4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Beeline** as the main alternative to evaluate closely"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|challenger-small|Magnit", "prompt": "c196-l4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need a VMS plus managed services/payrolling | **Magnit**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|challenger-small|Workday VNDLY", "prompt": "c196-l4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Existing Workday HCM standardization | **Workday VNDLY**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|deepseek-small|Beeline", "prompt": "c196-l4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Beeline is your strongest choice"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|deepseek-small|SAP Fieldglass", "prompt": "c196-l4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "less predictable than a flat subscription... Shortlist Beeline Enterprise and SAP Fieldglass"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|deepseek-small|Magnit", "prompt": "c196-l4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Combines VMS technology + MSP services in one place; strong for direct sourcing and SOW. Also quote-only pricing."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|deepseek-small|Workday VNDLY", "prompt": "c196-l4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "total cost can rise through suite packaging and it's bundled with broader renewals (less pure predictability)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|google-small|Workday VNDLY", "prompt": "c196-l4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday VNDLY (Best for Workday Ecosystems)... primarily sells under a **predictable subscription model**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|google-small|Beeline", "prompt": "c196-l4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Beeline is the leading independent VMS in the industry, highly regarded for managing massive, global contingent workforce programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|google-small|VectorVMS", "prompt": "c196-l4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "VectorVMS (Best for In-House/Self-Managed Programs)... heavily champions a **\"Technology License\" model**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|meta-small|SAP Fieldglass", "prompt": "c196-l4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vendor management system for contingent workers for a large company that needs predictable total cost across thousands of users is SAP Fieldglass."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|meta-small|Workday VNDLY", "prompt": "c196-l4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Workday VNDLY, Magnit, and SimplifyVMS."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|meta-small|Magnit", "prompt": "c196-l4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Magnit is best for enterprise direct sourcing + SOW and has a strong SOW management feature."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|meta-small|SimplifyVMS", "prompt": "c196-l4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SimplifyVMS is best for large-scale and Fortune 500 enterprise programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|meta-small|Beeline", "prompt": "c196-l4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Beeline offers subscription pricing scoped to managed spend or active suppliers rather than a flat enterprise fee."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|minimax-small|SAP Fieldglass", "prompt": "c196-l4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **SAP Fieldglass** or **Beeline**\n- Best for large global enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|minimax-small|Beeline", "prompt": "c196-l4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "### 1. **SAP Fieldglass** or **Beeline**\n- Best for large global enterprises"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|minimax-small|Workday VNDLY", "prompt": "c196-l4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if you're already on Workday HCM"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|minimax-small|Coupa Contingent Workforce", "prompt": "c196-l4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for procurement-led organizations- Custom enterprise pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|minimax-small|Magnit", "prompt": "c196-l4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider a managed service provider (MSP)** like Magnit that bundles VMS + services"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|minimax-small|SimplifyVMS", "prompt": "c196-l4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use a platform like SimplifyVMS** which offers more transparent subscription pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|mistral-small|SAP Fieldglass", "prompt": "c196-l4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Fieldglass** and **Workday VNDLY** are the leading choices"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|mistral-small|Workday VNDLY", "prompt": "c196-l4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SAP Fieldglass** and **Workday VNDLY** are the leading choices"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|mistral-small|Magnit", "prompt": "c196-l4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Magnit** and **SimplifyVMS** as strong alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|mistral-small|SimplifyVMS", "prompt": "c196-l4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **Magnit** and **SimplifyVMS** as strong alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|moonshot-small|SAP Fieldglass", "prompt": "c196-l4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid **SAP Fieldglass** if cost predictability is your top priority"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|moonshot-small|Beeline", "prompt": "c196-l4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Note:** Lower G2 rating (3.9/5) but offers more pricing flexibility than Fieldglass"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|moonshot-small|Magnit", "prompt": "c196-l4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The dominant VMS platforms (SAP Fieldglass, Beeline, Magnit, SimplifyVMS) primarily use **percentage-of-spend pricing**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|moonshot-small|SimplifyVMS", "prompt": "c196-l4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The dominant VMS platforms (SAP Fieldglass, Beeline, Magnit, SimplifyVMS) primarily use **percentage-of-spend pricing**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|moonshot-small|Workday VNDLY", "prompt": "c196-l4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Workday VNDLY** if you're already in the Workday ecosystem—its per-worker subscription model ($15-45/user/month) gives you the most cost predictability"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|moonshot-small|VectorVMS", "prompt": "c196-l4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**VectorVMS** if you want to negotiate a fixed technology license or hybrid model"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|openai-small|Beeline Enterprise", "prompt": "c196-l4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pick Beeline Enterprise** if your main goal is: **Predictable total cost at scale**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|openai-small|SAP Fieldglass", "prompt": "c196-l4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP Fieldglass**: best if your company is already heavily SAP-centered and wants tight ERP/HCM integration."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|openai-small|Workday VNDLY", "prompt": "c196-l4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workday VNDLY**: best if your organization runs Workday and wants one workforce data model"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|xai-small|SAP Fieldglass", "prompt": "c196-l4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Fieldglass stands out as the top Vendor Management System (VMS) for large companies managing contingent workers at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|xai-small|Beeline", "prompt": "c196-l4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd recommend demos from SAP Fieldglass and Beeline"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|xai-small|Magnit", "prompt": "c196-l4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Magnit      | VMS + MSP bundled                | Custom/spend-based             | Medium-High"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|xai-small|Workday VNDLY", "prompt": "c196-l4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Workday VNDLY | Workday HCM users               | ~$15-45/worker/month or % spend"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|zai-small|Workday VNDLY", "prompt": "c196-l4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday VNDLY** is the top choice if you are in the Workday ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|zai-small|SAP Fieldglass", "prompt": "c196-l4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "otherwise, **SAP Fieldglass** is the industry standard for standalone enterprise VMS."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|zai-small|VectorVMS", "prompt": "c196-l4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. VectorVMS (Best for Zero Upfront Cost)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l4|zai-small|Beeline", "prompt": "c196-l4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Spend-Based**<br>(0.1% - 0.5% of spend) | **Medium**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|alibaba-small|SAP Fieldglass", "prompt": "c196-l5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When evaluating vendors (e.g., SAP Fieldglass, Beeline, Magnit, VNDLY/Talroo, etc.), test these specific scenarios"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|alibaba-small|Beeline", "prompt": "c196-l5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When evaluating vendors (e.g., SAP Fieldglass, Beeline, Magnit, VNDLY/Talroo, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|alibaba-small|Magnit", "prompt": "c196-l5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When evaluating vendors (e.g., SAP Fieldglass, Beeline, Magnit, VNDLY/Talroo, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|alibaba-small|VNDLY/Talroo", "prompt": "c196-l5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VNDLY/Talroo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When evaluating vendors (e.g., SAP Fieldglass, Beeline, Magnit, VNDLY/Talroo, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|deepseek-small|SAP Fieldglass", "prompt": "c196-l5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist the enterprise-grade players: SAP Fieldglass, Beeline, Magnit"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|deepseek-small|Beeline", "prompt": "c196-l5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist the enterprise-grade players: SAP Fieldglass, Beeline, Magnit"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|deepseek-small|Magnit", "prompt": "c196-l5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Magnit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Shortlist the enterprise-grade players: SAP Fieldglass, Beeline, Magnit"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|deepseek-small|Coupa", "prompt": "c196-l5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(and suite options from Coupa or your HCM vendor)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|meta-small|Workday VNDLY", "prompt": "c196-l5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Workday VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top vendor management systems that meet these criteria include:\n\n1. Workday VNDLY"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|meta-small|Magnit Global's VMS", "prompt": "c196-l5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Magnit Global's VMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Magnit Global's VMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|meta-small|SimplifyVMS", "prompt": "c196-l5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. SimplifyVMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|minimax-small|Fieldglass", "prompt": "c196-l5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Market position (Fieldglass, Beeline, Utmost, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|minimax-small|Beeline", "prompt": "c196-l5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Market position (Fieldglass, Beeline, Utmost, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|minimax-small|Utmost", "prompt": "c196-l5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Utmost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Market position (Fieldglass, Beeline, Utmost, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|moonshot-small|SAP Fieldglass", "prompt": "c196-l5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Fieldglass** — If you're SAP-aligned or need maximum global compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|moonshot-small|Beeline", "prompt": "c196-l5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Beeline** — If direct sourcing/talent pools are strategic priorities"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|moonshot-small|Magnit", "prompt": "c196-l5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Magnit** — If you need integrated EOR services for global workers"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|moonshot-small|VectorVMS", "prompt": "c196-l5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**VectorVMS** — If compliance depth and audit readiness are top priorities"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|moonshot-small|SimplifyVMS", "prompt": "c196-l5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SimplifyVMS** | AI-driven workflows | AI-assisted SOW tooling, modern UX"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|xai-small|SAP Fieldglass", "prompt": "c196-l5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "VMS platforms like SAP Fieldglass, Beeline, or Workday Strategic Workforce Planning are common for large-scale contingent workforce"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|xai-small|Beeline", "prompt": "c196-l5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "VMS platforms like SAP Fieldglass, Beeline, or Workday Strategic Workforce Planning are common for large-scale contingent workforce"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l5|xai-small|Workday Strategic Workforce Planning", "prompt": "c196-l5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Workday Strategic Workforce Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "VMS platforms like SAP Fieldglass, Beeline, or Workday Strategic Workforce Planning are common"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|alibaba-small|Workday", "prompt": "c196-l6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "a large enterprise should generally avoid relying on them as its *primary* VMS solution"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|alibaba-small|Oracle Cloud HCM", "prompt": "c196-l6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Oracle Cloud HCM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "a large enterprise should generally avoid relying on them as its *primary* VMS solution"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|alibaba-small|SAP SuccessFactors", "prompt": "c196-l6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "a large enterprise should generally avoid relying on them as its *primary* VMS solution"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|alibaba-small|Beeline", "prompt": "c196-l6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Major VMS platforms (like Fieldglass or Beeline) connect you directly to a marketplace of dozens of staffing agencies"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|alibaba-small|SAP Fieldglass", "prompt": "c196-l6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Beware of Highly Complex \"Big Bang\" Implementations ... However, it carries specific risks"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|alibaba-small|Kronos/WFC", "prompt": "c196-l6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Kronos/WFC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid Standalone Timekeeping Tools ... (e.g., Kronos/WFC, TMAK)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|alibaba-small|TMAK", "prompt": "c196-l6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "TMAK", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Standalone Timekeeping Tools ... (e.g., Kronos/WFC, TMAK)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|anthropic-small|Amazon Flex", "prompt": "c196-l6", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Amazon Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large enterprises should be particularly cautious about consumer-facing gig platforms... Amazon Flex, DoorDash, Favor, Instacart, Lyft, Shipt, and Uber claim to offer gig workers \"flexibility\" but often end up paying them less"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|anthropic-small|DoorDash", "prompt": "c196-l6", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "DoorDash", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Major gig-work platforms including TaskRabbit, Uber, DoorDash, and Instacart have been vulnerable to breaches by cybercriminals."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|anthropic-small|Favor", "prompt": "c196-l6", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Favor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Amazon Flex, DoorDash, Favor, Instacart, Lyft, Shipt, and Uber claim to offer gig workers \"flexibility\" but often end up paying them less than state or local minimum wages."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|anthropic-small|Instacart", "prompt": "c196-l6", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Instacart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Major gig-work platforms including TaskRabbit, Uber, DoorDash, and Instacart have been vulnerable to breaches by cybercriminals."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|anthropic-small|Lyft", "prompt": "c196-l6", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Lyft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Amazon Flex, DoorDash, Favor, Instacart, Lyft, Shipt, and Uber claim to offer gig workers \"flexibility\" but often end up paying them less"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|anthropic-small|Shipt", "prompt": "c196-l6", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Shipt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Amazon Flex, DoorDash, Favor, Instacart, Lyft, Shipt, and Uber claim to offer gig workers \"flexibility\" but often end up paying them less"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|anthropic-small|Uber", "prompt": "c196-l6", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Uber", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Gig work businesses such as Uber, DoorDash and Task Rabbit classify workers using their platform not as employees but independent contractors"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|anthropic-small|TaskRabbit", "prompt": "c196-l6", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "TaskRabbit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Major gig-work platforms including TaskRabbit, Uber, DoorDash, and Instacart have been vulnerable to breaches by cybercriminals."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|challenger-small|SAP Fieldglass", "prompt": "c196-l6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SAP Fieldglass, Beeline, Workday VNDLY, Magnit, and similar enterprise VMS products as the mainstream shortlist"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|challenger-small|Beeline", "prompt": "c196-l6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "as the mainstream shortlist"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|challenger-small|Workday VNDLY", "prompt": "c196-l6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Workday VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "as the mainstream shortlist"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|challenger-small|Magnit", "prompt": "c196-l6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "as the mainstream shortlist"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|challenger-small|SimpleVMS", "prompt": "c196-l6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SimpleVMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SimpleVMS-style entry/mid-market systems when the program needs deep governance... mid-market-friendly rather than enterprise-standard"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|challenger-small|Worksuite", "prompt": "c196-l6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "positions Worksuite more toward freelancers and distributed contractors than traditional staffing suppliers"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|challenger-small|Deel", "prompt": "c196-l6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "such as Deel, Remote, or similar global contractor platforms if the real need is a full enterprise VMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|challenger-small|Remote", "prompt": "c196-l6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "such as Deel, Remote, or similar global contractor platforms if the real need is a full enterprise VMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|challenger-small|Workforce.com", "prompt": "c196-l6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Workforce.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Shift/temporary staffing platforms such as Workforce.com-type tools if the enterprise is managing a broader contingent workforce program"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|challenger-small|WorkMarket", "prompt": "c196-l6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "WorkMarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "matrix\" for specific vendors like Workday VNDLY, Beeline, Magnit, Worksuite, Deel, Remote, WorkMarket, and VectorVMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|challenger-small|VectorVMS", "prompt": "c196-l6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "specific vendors like ... WorkMarket, and VectorVMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|deepseek-small|Upwork", "prompt": "c196-l6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid open, minimally-vetted marketplaces (Upwork, Fiverr) for anything sensitive, complex, regulated"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|deepseek-small|Fiverr", "prompt": "c196-l6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid open, minimally-vetted marketplaces (Upwork, Fiverr) for anything sensitive, complex, regulated"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|deepseek-small|Freelancer", "prompt": "c196-l6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Freelancer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Open freelance marketplaces (Upwork, Fiverr, Freelancer) ... Verdict: Avoid for core/business-critical or regulated work."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|deepseek-small|Toptal", "prompt": "c196-l6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Toptal (with caution) ... Vetting claims are disputed \\u2014 a number of client reviews describe overpriced, underqualified contractors."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|deepseek-small|Contra", "prompt": "c196-l6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Contra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "leans on a curated network but with light vetting (e.g., Contra and similar) carries the same misclassification and quality-control concerns"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|deepseek-small|Workday", "prompt": "c196-l6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workday and others explicitly warn that many VMS solutions are \"positioned as innovative\""}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|deepseek-small|SAP Fieldglass", "prompt": "c196-l6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "has real configuration complexity and a steep learning curve. Not a fit unless you're in the SAP ecosystem."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|deepseek-small|Beeline", "prompt": "c196-l6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "strong pure-play VMS, but note a lower disclosed G2 rating (3.9)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|deepseek-small|Magnit", "prompt": "c196-l6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Magnit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "carry lower satisfaction ratings and may lack the enterprise-scale services-procurement and global compliance depth of the leaders"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|google-small|Upwork", "prompt": "c196-l6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Standard tiers of popular marketplace platforms (such as standard **Upwork**, **Fiverr**, or **Freelancer.com**)... Using them in an enterprise environment without their highest-tier enterprise-compliance layers is highly risky."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|google-small|Fiverr", "prompt": "c196-l6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Standard tiers of popular marketplace platforms (such as standard **Upwork**, **Fiverr**, or **Freelancer.com**) are designed for quick, transactional hires."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|google-small|Freelancer.com", "prompt": "c196-l6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Using them in an enterprise environment without their highest-tier enterprise-compliance layers is highly risky."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|google-small|SAP Fieldglass", "prompt": "c196-l6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A true VMS (like SAP Fieldglass or Beeline) allows you to distribute a job requisition to dozens of third-party staffing agencies"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|google-small|Beeline", "prompt": "c196-l6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A true VMS (like SAP Fieldglass or Beeline) allows you to distribute a job requisition to dozens of third-party staffing agencies"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|meta-small|SAP Fieldglass", "prompt": "c196-l6", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "considered credible but have implementation complexity and cost structures that may be too high for mid-market buyers"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|meta-small|Beeline", "prompt": "c196-l6", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "considered credible but have implementation complexity and cost structures that may be too high for mid-market buyers"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|meta-small|Papaya Global", "prompt": "c196-l6", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong fit for larger organizations managing global payroll... but may not be suitable for smaller organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|minimax-small|Fiverr Enterprise", "prompt": "c196-l6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Fiverr Enterprise** - User reviews cite several issues:\n- Poor interface design and navigation challenges\n- Invoicing problems"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|minimax-small|CrowdFlower (now Chorus.ai)", "prompt": "c196-l6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "CrowdFlower (now Chorus.ai)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Settled a class action lawsuit for $585,507 over worker misclassification and minimum wage violations."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|minimax-small|Uber", "prompt": "c196-l6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Uber", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Has faced multiple landmark rulings globally ... finding drivers were misclassified as independent contractors"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|mistral-small|SAP Fieldglass", "prompt": "c196-l6", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While platforms like SAP Fieldglass and Beeline are credible for large, global programs, their implementation complexity and cost structures can be prohibitive."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|mistral-small|Beeline", "prompt": "c196-l6", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While platforms like SAP Fieldglass and Beeline are credible for large, global programs, their implementation complexity and cost structures can be prohibitive."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|moonshot-small|Upwork", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Upwork/Fiverr for Enterprise**: Only if you enroll in their compliance services and have legal review of worker classification"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|moonshot-small|Fiverr", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Upwork/Fiverr for Enterprise**: Only if you enroll in their compliance services"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|moonshot-small|TaskRabbit", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "TaskRabbit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "TaskRabbit, DoorDash, Instacart**: High turnover workforces create fraud/account takeover risks"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|moonshot-small|Grubhub", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Grubhub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms with History of Data Breaches**\n**Red flags:**\n- **Grubhub**: Major breach in early 2025"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|moonshot-small|Paidwork", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Paidwork", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Paidwork**: 2026 breach affecting 23.3M email addresses, including banking info"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|moonshot-small|DoorDash", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "DoorDash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "TaskRabbit, DoorDash, Instacart**: High turnover workforces create fraud/account takeover risks"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|moonshot-small|Instacart", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Instacart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "TaskRabbit, DoorDash, Instacart**: High turnover workforces create fraud/account takeover risks"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|moonshot-small|SAP Fieldglass", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**SAP Fieldglass** or **Beeline** for enterprise-grade VMS with built-in compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|moonshot-small|Beeline", "prompt": "c196-l6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**SAP Fieldglass** or **Beeline** for enterprise-grade VMS with built-in compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|openai-small|SAP Fieldglass", "prompt": "c196-l6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Recent reviews of SAP Fieldglass, for example, still call out **UI/usability** and **integration/interoperability** issues"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|openai-small|Beeline", "prompt": "c196-l6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare the main enterprise options like **SAP Fieldglass, Beeline, and other VMS platforms**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|xai-small|CXC Global", "prompt": "c196-l6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "CXC Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Best for smaller international programs; avoid if you need automation at Fortune 500 scale."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|xai-small|symplr Contingent Talent Management", "prompt": "c196-l6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "symplr Contingent Talent Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms to Approach with **High Caution**... Suitable for niche healthcare staffing but risky for broad enterprise deployment."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|xai-small|Magnit", "prompt": "c196-l6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Magnit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Polarized reviews... poor Trustpilot (~1.9) from contractors/suppliers citing slow payments... Implementation can be sluggish for very large programs."}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|xai-small|SAP Fieldglass", "prompt": "c196-l6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms to **Scrutinize Closely**... often flagged for **high implementation complexity/costs** and steep learning curves"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|xai-small|Beeline", "prompt": "c196-l6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platforms to **Scrutinize Closely**... often flagged for **high implementation complexity/costs** and steep learning curves"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|xai-small|SimplifyVMS", "prompt": "c196-l6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Evaluate leaders like **Magnit, SimplifyVMS, SAP Fieldglass, or Beeline**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-l6|zai-small|HireArt", "prompt": "c196-l6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "HireArt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "platforms like HireArt excel at compliance stacks and worker satisfaction, they often fail to source high-level technical talent"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|alibaba-small|Worksuite", "prompt": "c196-m1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Worksuite** is frequently cited as the top choice for mid-market companies managing both freelancers and traditional vendor staff."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|alibaba-small|SimpleVMS", "prompt": "c196-m1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your program is still maturing and you need a lightweight, accessible entry point, **SimpleVMS** is often recommended."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|alibaba-small|Conexis VMS", "prompt": "c196-m1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Conexis** positions itself exclusively for the mid-market"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|alibaba-small|Fieldglass", "prompt": "c196-m1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "find enterprise solutions like Fieldglass or Beeline too rigid and costly"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|alibaba-small|Beeline", "prompt": "c196-m1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "find enterprise solutions like Fieldglass or Beeline too rigid and costly"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|alibaba-small|VectorVMS", "prompt": "c196-m1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**VectorVMS** offers a middle ground between off-the-shelf simplicity and full customization."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|anthropic-small|SimplifyVMS", "prompt": "c196-m1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Mid-market firms may prefer more flexible systems such as SimplifyVMS or VectorVMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|anthropic-small|VectorVMS", "prompt": "c196-m1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market firms may prefer more flexible systems such as SimplifyVMS or VectorVMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|anthropic-small|Worksuite", "prompt": "c196-m1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Worksuite is best for mid-market companies managing freelancer and vendor programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|anthropic-small|Conexis", "prompt": "c196-m1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Conexis is an award-winning VMS tailored specifically for mid-market contingent workforce programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|anthropic-small|FlentisPRO", "prompt": "c196-m1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "FlentisPRO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "FlentisPRO is a modern VMS built for mid-market contingent workforce programs, MSPs, and Staffing Agencies. Live in weeks"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|anthropic-small|SAP Fieldglass", "prompt": "c196-m1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though this is typically better suited for larger organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|challenger-small|SAP Fieldglass", "prompt": "c196-m1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around pick is usually **SAP Fieldglass** if you need a true contingent workforce VMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|challenger-small|SimpleVMS", "prompt": "c196-m1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SimpleVMS is described as the most accessible option for lower contractor volumes"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|challenger-small|Magnit", "prompt": "c196-m1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Magnit is positioned as a stronger mid-market choice when **direct sourcing** or **global compliance** matters"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|challenger-small|Workday VNDLY", "prompt": "c196-m1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already on Workday HCM | **Workday VNDLY**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|challenger-small|VectorVMS", "prompt": "c196-m1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Staffing-heavy program with structured supplier management | **VectorVMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|challenger-small|Procurify", "prompt": "c196-m1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a procurement-led tool like **Procurify** is a better overall vendor management fit—but that is more about procurement and spend control"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|deepseek-small|VectorVMS", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "VectorVMS — The strongest overall pick for mid-market"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|deepseek-small|SimplifyVMS", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SimplifyVMS — Best if you want to scale up later"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|deepseek-small|SimpleVMS", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SimpleVMS — Best budget-friendly, lightweight option"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|deepseek-small|Worksuite", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Worksuite — Best if you mix freelancers and vendors"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|deepseek-small|Magnit", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Consider only if you want integrated MSP... More expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|deepseek-small|SAP Fieldglass", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid for Mid-Market - SAP Fieldglass, Beeline, and Workday VNDLY are the enterprise-grade giants"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|deepseek-small|Beeline", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid for Mid-Market - SAP Fieldglass, Beeline, and Workday VNDLY are the enterprise-grade giants"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|deepseek-small|Workday VNDLY", "prompt": "c196-m1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "VNDLY only makes sense if you're already on Workday."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|google-small|SAP Fieldglass", "prompt": "c196-m1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "these enterprise-grade systems are usually a poor fit for mid-market organizations due to high licensing costs, lengthy implementation times"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|google-small|Beeline", "prompt": "c196-m1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "these enterprise-grade systems are usually a poor fit for mid-market organizations due to high licensing costs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|google-small|VectorVMS", "prompt": "c196-m1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "VectorVMS (Best Overall for Traditional Staffing Agencies)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|google-small|SimplifyVMS", "prompt": "c196-m1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SimplifyVMS is a highly modern, cloud-based platform that has gained significant traction in the mid-market space."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|google-small|Prosperix VMS Network", "prompt": "c196-m1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Prosperix VMS Network", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prosperix is a disruptive player that integrates a full VMS platform with an on-demand hiring marketplace."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|google-small|Worksuite", "prompt": "c196-m1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Worksuite (positioned as a Freelancer Management System, or FMS) is the premier choice"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|google-small|Conexis VMS", "prompt": "c196-m1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Conexis VMS is an excellent, budget-conscious choice designed specifically for the mid-market"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|google-small|Workday VNDLY", "prompt": "c196-m1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you are already a Workday customer, you should heavily evaluate Workday VNDLY"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|meta-small|SimpleVMS", "prompt": "c196-m1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vendor management system for contingent workers for a mid-market B2B company is SimpleVMS, Worksuite, or Conexis VMS."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|meta-small|Worksuite", "prompt": "c196-m1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The best vendor management system for contingent workers for a mid-market B2B company is SimpleVMS, Worksuite, or Conexis VMS."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|meta-small|Conexis VMS", "prompt": "c196-m1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis VMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The best vendor management system for contingent workers for a mid-market B2B company is SimpleVMS, Worksuite, or Conexis VMS."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|minimax-small|Worksuite", "prompt": "c196-m1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Worksuite** is frequently recommended for mid-market companies managing freelancer and vendor programs."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|minimax-small|Conexis VMS", "prompt": "c196-m1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "specifically designed for mid-market contingent workforce programs, combining enterprise-grade security with flexibility and affordability"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|minimax-small|SimpleVMS", "prompt": "c196-m1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "marketed as accessible for small to mid-market programs, offering basic SOW management with transparent subscription pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|minimax-small|VectorVMS", "prompt": "c196-m1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "positions itself as a configurable alternative to larger enterprise solutions"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|minimax-small|Fieldglass", "prompt": "c196-m1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "larger enterprise solutions like Fieldglass/Beeline"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|minimax-small|Beeline", "prompt": "c196-m1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "larger enterprise solutions like Fieldglass/Beeline"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|minimax-small|SimplifyVMS", "prompt": "c196-m1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "offers configurable vendor management with analytics and workflow automation designed for mid-market use"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|mistral-small|Worksuite", "prompt": "c196-m1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Worksuite** and **SimpleVMS** are the top choices due to their scalability, mid-market focus"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|mistral-small|SimpleVMS", "prompt": "c196-m1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Worksuite** and **SimpleVMS** are the top choices due to their scalability, mid-market focus"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|mistral-small|SAP Fieldglass", "prompt": "c196-m1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your organization uses SAP or requires advanced services procurement, **SAP Fieldglass** is also a strong contender."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|moonshot-small|Beeline", "prompt": "c196-m1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Beeline** — Best Overall for Mid-Market"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|moonshot-small|Worksuite", "prompt": "c196-m1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Freelancer + Vendor Hybrid Programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|moonshot-small|VectorVMS", "prompt": "c196-m1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Configurable Mid-Market Alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|moonshot-small|SimpleVMS", "prompt": "c196-m1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Entry-Level Option"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|moonshot-small|VNDLY (Workday)", "prompt": "c196-m1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VNDLY (Workday)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Conditional recommendation—only ideal if you're already in the Workday ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|moonshot-small|SAP Fieldglass", "prompt": "c196-m1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid for Mid-Market | **SAP Fieldglass** | Designed for large enterprises; complex configuration"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|moonshot-small|SimplifyVMS", "prompt": "c196-m1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Built for Fortune 500/large-scale enterprise programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|moonshot-small|Magnit", "prompt": "c196-m1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enterprise-focused with quote-only pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|openai-small|Conexis VMS", "prompt": "c196-m1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis VMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Conexis VMS** or **StaffingNation**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|openai-small|StaffingNation", "prompt": "c196-m1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "StaffingNation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best default choice is usually **Conexis VMS** or **StaffingNation**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|openai-small|SAP Fieldglass", "prompt": "c196-m1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "is often the benchmark, but it can be more than a mid-market team needs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|xai-small|Worksuite (formerly Shortlist)", "prompt": "c196-m1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite (formerly Shortlist)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frequently cited as the best for mid-market teams handling freelancers, vendors, and contingent programs."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|xai-small|SimplifyVMS", "prompt": "c196-m1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Explicitly \"small to mid-market ready\" with transparent subscription pricing."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|xai-small|VectorVMS", "prompt": "c196-m1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Configurable for mid-to-large setups, with optional managed services. Good alternative to pricier giants."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|xai-small|TalentDesk.io", "prompt": "c196-m1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "TalentDesk.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for mid-market with AOR compliance, project tracking, and global payments."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|xai-small|Workday VNDLY", "prompt": "c196-m1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "If you're on Workday HCM; otherwise, skip for integration overhead."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|xai-small|SAP Fieldglass", "prompt": "c196-m1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise options to avoid for mid-market: SAP Fieldglass, Beeline, or Magnit—powerful but complex"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|xai-small|Beeline", "prompt": "c196-m1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise options to avoid for mid-market: SAP Fieldglass, Beeline, or Magnit"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|xai-small|Magnit", "prompt": "c196-m1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enterprise options to avoid for mid-market: SAP Fieldglass, Beeline, or Magnit"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|zai-small|TalentDesk", "prompt": "c196-m1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TalentDesk** is the strongest mid‑market recommendation"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|zai-small|Worksuite", "prompt": "c196-m1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid‑market B2B companies, **TalentDesk** or **Worksuite** will provide the right balance"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|zai-small|Workday VNDLY", "prompt": "c196-m1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already run Workday and need a fast, native integration**, **Workday VNDLY** is the most pragmatic choice."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|zai-small|SimplifyVMS", "prompt": "c196-m1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Early‑stage or small‑to‑mid‑size programs needing a simple, transparent VMS."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|zai-small|Magnit", "prompt": "c196-m1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Companies wanting **integrated direct‑sourcing + SOW management** without a separate tool."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|zai-small|Worksome VMS", "prompt": "c196-m1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksome VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid‑market programs that need **supplier onboarding + SOW‑linked governance** in a single workflow."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|zai-small|Beeline", "prompt": "c196-m1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good for mid‑market buyers who want predictable cost tied to actual spend"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|zai-small|Coupa Contingent Workforce", "prompt": "c196-m1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "More appropriate for mid‑market firms already heavily invested in Coupa; otherwise can be over‑engineered"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m1|zai-small|Fieldglass", "prompt": "c196-m1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**SAP** → Fieldglass (but expensive & complex)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|alibaba-small|Deel", "prompt": "c196-m2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Global Freelancers: **Deel** ... Deel is widely considered the market leader."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|alibaba-small|Remote.com", "prompt": "c196-m2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Remote is Deel’s closest competitor but is often preferred by companies that prioritize deep compliance infrastructure"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|alibaba-small|Rippling", "prompt": "c196-m2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Need HR & IT Integration: **Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|alibaba-small|Upwork Pro / Concierge", "prompt": "c196-m2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Pro / Concierge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Project-Based Workflows: **Upwork Pro / Concierge**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|anthropic-small|TalentDesk", "prompt": "c196-m2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentDesk is ideal for companies seeking end-to-end freelancer and vendor management"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|anthropic-small|Worksome", "prompt": "c196-m2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Worksome excels at bulk onboarding"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|anthropic-small|WorkMotion", "prompt": "c196-m2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMotion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "WorkMotion stands out by supporting both contractor management and the transition to full-time employees"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|anthropic-small|Deel", "prompt": "c196-m2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like TalentDesk, Deel, and Multiplier offer built-in support for global payments and compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|anthropic-small|Multiplier", "prompt": "c196-m2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms like TalentDesk, Deel, and Multiplier offer built-in support for global payments and compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|anthropic-small|Upwork", "prompt": "c196-m2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though it's more of a marketplace with management features rather than a dedicated management platform"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|challenger-small|Worksome", "prompt": "c196-m2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Worksome** if your priority is managing the full freelancer lifecycle in one place"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|challenger-small|Deel", "prompt": "c196-m2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** is the stronger choice"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|challenger-small|TalentDesk", "prompt": "c196-m2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose TalentDesk** if you manage a broader mix of contractors, vendors, and agencies"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|challenger-small|Worksuite", "prompt": "c196-m2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Worksuite** if you are scaling a larger contingent workforce across multiple brands or jurisdictions"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|deepseek-small|TalentDesk", "prompt": "c196-m2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best all-around for mid-market B2B: **TalentDesk**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|deepseek-small|Deel", "prompt": "c196-m2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for global/remote contractors: **Deel**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|deepseek-small|Upwork Enterprise", "prompt": "c196-m2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you also need to *source* talent: **Upwork Enterprise** / **Lifted**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|deepseek-small|Lifted", "prompt": "c196-m2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Lifted", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you also need to *source* talent: **Upwork Enterprise** / **Lifted**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|deepseek-small|Fiverr Enterprise", "prompt": "c196-m2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best marketplace + management combo: **Fiverr Enterprise**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|deepseek-small|Remote", "prompt": "c196-m2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Do you hire across borders? → Deel or Remote (strongest compliance + indemnification)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|google-small|Worksuite", "prompt": "c196-m2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Custom Workflows & Private Talent Pools: **Worksuite**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|google-small|Deel", "prompt": "c196-m2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global Compliance & Future Hiring: **Deel**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|google-small|Fiverr Enterprise", "prompt": "c196-m2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cross-Department Budgeting & Project Management: **Fiverr Enterprise**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|google-small|TalentDesk.io", "prompt": "c196-m2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Rapid Implementation & Ease of Use: **TalentDesk.io**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|meta-small|TalentDesk", "prompt": "c196-m2", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some top choices include TalentDesk, Deel, and Remote"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|meta-small|Deel", "prompt": "c196-m2", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some top choices include TalentDesk, Deel, and Remote"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|meta-small|Remote", "prompt": "c196-m2", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some top choices include TalentDesk, Deel, and Remote"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|minimax-small|Deel", "prompt": "c196-m2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Deel** or **Remote**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|minimax-small|Remote", "prompt": "c196-m2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Remote** if compliance, transparent pricing, and IP protection are more important"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|minimax-small|Fiverr Enterprise", "prompt": "c196-m2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Fiverr Enterprise** (Best for Talent Sourcing)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|mistral-small|Deel", "prompt": "c196-m2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** is the most recommended due to its strong global compliance, ease of use, and scalability"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|mistral-small|Remote", "prompt": "c196-m2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote** is a close second"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|mistral-small|Fiverr Enterprise", "prompt": "c196-m2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fiverr Enterprise** or **Upwork Enterprise** are excellent choices"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|mistral-small|Upwork Enterprise", "prompt": "c196-m2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fiverr Enterprise** or **Upwork Enterprise** are excellent choices"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|moonshot-small|Deel Hire", "prompt": "c196-m2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel Hire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Deel Hire** \\u2013 Best for Global Compliance & Payroll ... **If you hire internationally:** Go with **Deel Hire** or **TalentDesk**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|moonshot-small|Worksome", "prompt": "c196-m2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Specifically highlighted as ideal for mid-sized companies and departments"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|moonshot-small|TalentDesk", "prompt": "c196-m2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you hire internationally:** Go with **Deel Hire** or **TalentDesk**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|moonshot-small|YunoJuno", "prompt": "c196-m2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "YunoJuno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you're UK/EU-based:** **YunoJuno** offers the best user experience"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|openai-small|Worksuite", "prompt": "c196-m2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Worksuite** if your main need is a dedicated freelancer/contractor management platform"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|openai-small|Deel", "prompt": "c196-m2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** is the strongest alternative I'd look at"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|xai-small|Upwork Enterprise", "prompt": "c196-m2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Upwork Enterprise (or its Business Plus tier as a starting point) as the top choice overall."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|xai-small|Fiverr Enterprise", "prompt": "c196-m2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick Fiverr Enterprise** if your B2B work leans gig-based"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|xai-small|Deel", "prompt": "c196-m2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go Deel** for heavy international compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|xai-small|Worksuite", "prompt": "c196-m2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Workflow-heavy ops | 4.4-4.7/5| CRM, compliance, bulk onboarding | Less talent sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|xai-small|TalentDesk", "prompt": "c196-m2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Vendors + freelancers at scale | 4.8/5 | All-in-one (projects to payments)| Newer, less known pool"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|xai-small|Freelancer.com", "prompt": "c196-m2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid pure marketplaces like basic Freelancer.com for mid-sized; they lack robust management."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|zai-small|Fiverr Enterprise", "prompt": "c196-m2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Fiverr Enterprise**. Mid-sized companies need speed and control."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|zai-small|Upwork", "prompt": "c196-m2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Unlike Upwork (where you post a job and wait)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|zai-small|Multiplier", "prompt": "c196-m2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global/Compliance Needs: Multiplier"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m2|zai-small|Malt", "prompt": "c196-m2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Malt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Cost & European Markets: Malt"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|alibaba-small|Magnit", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Market leader in software-only spend management; strong \"direct sourcing\" capabilities to bypass agency fees."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|alibaba-small|SAP Fieldglass", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best-in-class integration with SAP ERP; agentic AI automation for approvals and compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|alibaba-small|Workday VNDLY", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Native extension of the Workday HCM suite; ideal for companies already using Workday for core HR."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|alibaba-small|Beeline", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Advanced analytics and program health tracking; often used as an alternative to Fieldglass for non-SAP enterprises."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|alibaba-small|Coupa Contingent Workforce", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best for procurement-led teams focused on invoice reconciliation"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|alibaba-small|Deel", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strongest contractor payments and global Employer of Record (EOR) services; best for rapid international hiring."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|alibaba-small|Remote", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "High pricing transparency; deeply integrated global payroll and benefits administration across 100+ countries."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|alibaba-small|Rippling", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Automates worker provisioning (access/permissions) alongside HR and finance; best for tech-forward IT workflows."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|alibaba-small|TalentDesk", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Specialized for creative and project-based talent"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|alibaba-small|Worksuite", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Combines direct sourcing with rigorous vendor management workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|alibaba-small|Field Nation", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Field Nation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Real-time shift bidding and time-card verification; specifically designed for physical/onsite manual labor."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|alibaba-small|Wonolo", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Wonolo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Rapid, automated staffing for gig-economy roles; focuses on speed and immediate shift coverage."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|alibaba-small|Upwork / Fiverr", "prompt": "c196-m3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork / Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Direct-to-talent marketplaces for specialized digital skills; best for ad-hoc projects rather than long-term workforce planning."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|anthropic-small|Worksuite", "prompt": "c196-m3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Worksuite for established global freelancer programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|anthropic-small|Worksome", "prompt": "c196-m3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Worksome for compliance-led contractor operations"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|anthropic-small|Deel", "prompt": "c196-m3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Deel or Remote when global employment and EOR are central requirements"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|anthropic-small|Remote", "prompt": "c196-m3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deel or Remote when global employment and EOR are central requirements"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|anthropic-small|SAP Fieldglass", "prompt": "c196-m3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SAP Fieldglass or Beeline for enterprise VMS programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|anthropic-small|Beeline", "prompt": "c196-m3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Beeline is a leading Vendor Management System (VMS)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|anthropic-small|Rippling", "prompt": "c196-m3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Rippling when HR and IT consolidation is the priority"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|anthropic-small|TalentDesk", "prompt": "c196-m3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "TalentDesk and Worksuite are both dedicated platforms for managing external workers"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|challenger-small|SAP Fieldglass", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Broadest enterprise VMS positioning, but typically more complex and expensive to implement."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|challenger-small|Beeline", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Similar enterprise depth to Fieldglass, with strong lifecycle governance and analytics."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|challenger-small|Magnit", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Stands out when you want native direct sourcing in an enterprise program."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|challenger-small|SimplifyVMS", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Often framed as more configurable and mid-market friendly than the largest global suites."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|challenger-small|VNDLY (Workday)", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VNDLY (Workday)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best when the buyer wants contingent workforce management inside Workday-adjacent workflows."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|challenger-small|Coupa Contingent Workforce", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong fit when contingent labor is managed as part of a broader source-to-pay suite."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|challenger-small|Ivalua", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best when contingent labor is part of governed services procurement and source-to-pay."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|challenger-small|VectorVMS", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Often positioned as a more configurable, lighter-weight alternative to enterprise VMS tools."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|challenger-small|Worksuite", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Better when you care most about structured worker status, approvals, and offboarding."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|challenger-small|TalentDesk", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Stronger for operationally managing mixed external talent, not just traditional VMS governance."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|challenger-small|Worksome", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Differentiates itself on compliance-heavy contractor management."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|challenger-small|Deel", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Better when contingent labor is part of a broader global employment stack."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|challenger-small|Remote", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Similar to Deel, but positioned more around global HR/payroll than VMS governance."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|challenger-small|WorkMarket", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "More freelancer/external-worker oriented than classic enterprise VMS tools."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|challenger-small|Upwork Enterprise", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Best when you want access to a talent marketplace, not just internal workflow control."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|challenger-small|Instawork", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Instawork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "More of an on-demand labor marketplace than a classic contingent workforce management suite."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|challenger-small|Wonolo", "prompt": "c196-m3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Wonolo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Best for immediate labor coverage rather than enterprise procurement governance."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|deepseek-small|SAP Fieldglass", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market leader by spend under management (processing $200B+ annually). It's best for large enterprises already in the SAP ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|deepseek-small|Beeline", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The second-largest VMS, strong in both mid-market and large enterprise... robust Statement of Work (SOW) capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|deepseek-small|Magnit", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Held the largest market share (17.4%) in 2024. It's a strong enterprise option"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|deepseek-small|IQNavigator", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "IQNavigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-tier and more flexible alternatives, often easier to implement and cheaper than the enterprise giants."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|deepseek-small|VectorVMS", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-tier and more flexible alternatives, often easier to implement and cheaper than the enterprise giants."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|deepseek-small|SimplifyVMS", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-tier and more flexible alternatives, often easier to implement and cheaper than the enterprise giants."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|deepseek-small|TalentDesk", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Manage freelancers, contractors, and vendors end-to-end, including onboarding, compliance, payments, and projects."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|deepseek-small|Worksuite", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Worksuite** is best for established freelancer programs."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|deepseek-small|Worksome", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Worksome** is particularly compliance-led"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|deepseek-small|Deel", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "making them great for international compliance and hiring"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|deepseek-small|Remote", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "They handle contractors *and* full-time employees globally"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|deepseek-small|Upwork", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "A **proposal/job-board model**... Built for larger or longer projects you manage yourself."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|deepseek-small|Fiverr", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "A **browse-and-buy gig marketplace**... Built for fast, defined, one-off tasks."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|deepseek-small|Wonolo", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Wonolo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Focus on frontline, hourly, shift-based staffing (events, hospitality, warehouses)."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|deepseek-small|Ubeya", "prompt": "c196-m3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Ubeya", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Focus on frontline, hourly, shift-based staffing (events, hospitality, warehouses)."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|google-small|SAP Fieldglass", "prompt": "c196-m3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The Legacy Market Leader... The Catch: It is enterprise-grade, meaning the user interface is dense, the setup is highly complex"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|google-small|Beeline", "prompt": "c196-m3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Beeline is the largest independent (non-ERP owned) VMS on the market."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|google-small|Workday VNDLY", "prompt": "c196-m3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Having a single view of employees and contractors in one HR system | Built entirely on Workday | Workday VNDLY"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|google-small|Magnit (formerly PRO Unlimited)", "prompt": "c196-m3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit (formerly PRO Unlimited)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Organizations looking to fully outsource the management of their contingent workforce program (software + operations)."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|google-small|Deel", "prompt": "c196-m3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The All-in-One Global HR & Contractor Engine"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|google-small|Remote", "prompt": "c196-m3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Remote is Deel's closest competitor, focusing strictly on high-integrity compliance and intellectual property (IP) protection."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|google-small|Upwork Enterprise", "prompt": "c196-m3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Scale and Flexibility Leader... The Catch: Quality can be highly variable"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|google-small|Toptal", "prompt": "c196-m3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The Elite Vetted Network... The Catch: Significantly higher hourly markups"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|meta-small|TalentDesk", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top contingent workforce platforms include TalentDesk, Worksuite, Worksome, Deel, Remote, SAP Fieldglass..."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|meta-small|Worksuite", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include TalentDesk, Worksuite, Worksome, Deel"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|meta-small|Worksome", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Worksuite, Worksome, Deel, Remote"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|meta-small|Deel", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Worksome, Deel, Remote, SAP Fieldglass"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|meta-small|Remote", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Deel, Remote, SAP Fieldglass, Beeline"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|meta-small|SAP Fieldglass", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Remote, SAP Fieldglass, Beeline, Wand"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|meta-small|Beeline", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SAP Fieldglass, Beeline, Wand, Flextrack"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|meta-small|Wand", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Wand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Beeline, Wand, Flextrack, Avature VMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|meta-small|Flextrack", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Flextrack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Wand, Flextrack, Avature VMS, Elevate"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|meta-small|Avature VMS", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Avature VMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Flextrack, Avature VMS, Elevate, VectorVMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|meta-small|Elevate", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Elevate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Avature VMS, Elevate, VectorVMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|meta-small|VectorVMS", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Elevate, VectorVMS, Coupa Contingent Workforce"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|meta-small|Coupa Contingent Workforce", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "VectorVMS, Coupa Contingent Workforce, WorkMarket, and SimplifyVMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|meta-small|WorkMarket", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Coupa Contingent Workforce, WorkMarket, and SimplifyVMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|meta-small|SimplifyVMS", "prompt": "c196-m3", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "WorkMarket, and SimplifyVMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|minimax-small|SAP Fieldglass", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Large enterprises needing end-to-end services procurement"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|minimax-small|Beeline", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Enterprise contingent labor programs requiring assignment governance"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|minimax-small|Magnit", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Enterprises needing integrated workforce management with AI capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|minimax-small|Ivalua", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Enterprise source-to-pay workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|minimax-small|Workday VNDLY", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Companies already using Workday ecosystem"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|minimax-small|VectorVMS", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Small-to-mid-sized businesses wanting configurable workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|minimax-small|Field Nation", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Field Nation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Budget-conscious companies prioritizing fast contractor fulfillment"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|minimax-small|Worksuite", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Established freelancer programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|minimax-small|Deel", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** Companies hiring globally with compliance needs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|minimax-small|Remote", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for:** Global teams needing employment and contractor management"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|minimax-small|Worksome", "prompt": "c196-m3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Best for:** Compliance-led contractor management"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|mistral-small|Magnit (formerly PRO Unlimited/Workforce Logiq)", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit (formerly PRO Unlimited/Workforce Logiq)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader with a 17.4% share, offering a comprehensive platform for multi-supplier contingent labor programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|mistral-small|SAP Fieldglass", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A major enterprise solution, integrated with SAP's ecosystem, known for governed services procurement"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|mistral-small|Upwork Enterprise", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focuses on direct sourcing of freelance and project-based talent"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|mistral-small|Fiverr Enterprise", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "specializing in freelance and gig-based talent"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|mistral-small|Beeline", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A long-standing VMS (Vendor Management System) for large, global contingent workforce programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|mistral-small|VectorVMS", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Designed for SMBs, offering configurable requisition-to-onboarding workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|mistral-small|Coupa Contingent Workforce", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for procurement teams needing governed contingent labor workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|mistral-small|Wonolo", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Wonolo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Targets frontline and shift-based roles, providing on-demand coverage"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|mistral-small|FlexTrack", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "FlexTrack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "An open, versatile framework built on Salesforce"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|mistral-small|Ivalua", "prompt": "c196-m3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Focuses on governed services procurement and supplier onboarding within a single source-to-pay flow"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|moonshot-small|SAP Fieldglass", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader by spend under management ($200B+ annually) ... SAP Fieldglass dominates for SAP shops and global scale."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|moonshot-small|Beeline", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Second-largest VMS; strong mid-market & enterprise ... often preferred for its UI and SOW capabilities"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|moonshot-small|Magnit", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "#1 market share in contingent labor management software (~17.4%)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|moonshot-small|Coupa Contingent Workforce", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Procurement-native | Companies already using Coupa for source-to-pay"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|moonshot-small|VectorVMS", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-market/SMB friendly | Smaller programs wanting configurable workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|moonshot-small|Ivalua", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise source-to-pay"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|moonshot-small|Upwork", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Upwork is proposal-driven and better for ongoing/hourly work"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|moonshot-small|Fiverr", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Fiverr is transaction-driven and faster for discrete tasks"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|moonshot-small|Toptal", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Toptal is for when quality assurance matters more than cost"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|moonshot-small|Worksuite", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Worksuite is purpose-built for the full freelancer lifecycle"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|moonshot-small|Worksome", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Worksome emphasizes compliance, especially in Europe"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|moonshot-small|TalentDesk", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "TalentDesk excels at unifying different external worker types in one system"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|moonshot-small|Deel", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Deel and Remote are the leaders here. Deel is broader (EOR + contractor + visas)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|moonshot-small|Remote", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Remote is often more cost-effective for pure contractor management"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|moonshot-small|WorkMotion", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMotion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "International SMEs managing contractors who may become employees"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|moonshot-small|Papaya Global", "prompt": "c196-m3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Global payroll at scale"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|openai-small|Beeline", "prompt": "c196-m3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Beeline** if you want a very mature, enterprise-grade extended workforce platform with strong breadth and global capabilities."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|openai-small|Workday VNDLY", "prompt": "c196-m3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Workday VNDLY** if you're already a Workday customer and want contingent workforce management tightly connected to HR/HCM."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|openai-small|Magnit", "prompt": "c196-m3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Magnit** if you want a platform plus managed services and a stronger push toward embedded UX and AI-driven interactions."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|xai-small|SAP Fieldglass", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Fieldglass** (Market leader; ~top 2 by spend, 4.5/5 G2)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|xai-small|Beeline", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Beeline** (Strong in analytics/direct sourcing; 3.9/5 G2; Leader per Ardent)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|xai-small|Magnit", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "#1 market share ~17%; excels in direct sourcing + SOW"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|xai-small|Coupa Contingent Workforce", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Others: Coupa Contingent Workforce, Worksuite, SimplifyVMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|xai-small|Worksuite", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others: Coupa Contingent Workforce, Worksuite, SimplifyVMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|xai-small|SimplifyVMS", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others: Coupa Contingent Workforce, Worksuite, SimplifyVMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|xai-small|Upwork", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Upwork** (Top by revenue; broad skills, project-based)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|xai-small|Fiverr", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Fiverr** (Gig-focused, fixed-price services)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|xai-small|Wonolo", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Wonolo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others: Wonolo (on-demand hourly)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|xai-small|TalentDesk/Worksome", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk/Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "TalentDesk/Worksome (compliance/payments)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|xai-small|Randstad", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Randstad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Randstad**, **Kelly** (Traditional staffing with digital tools)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|xai-small|Kelly", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Kelly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Randstad**, **Kelly** (Traditional staffing with digital tools)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|xai-small|Allegis", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Allegis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Others: Allegis, Pontoon"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|xai-small|Pontoon", "prompt": "c196-m3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Pontoon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Others: Allegis, Pontoon"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|SAP Fieldglass", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Full-service VMS with services procurement & SOW management"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|Beeline", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "VMS with strong governance, compliance, and SOW handling"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|Magnit (formerly PRO Unlimited / Workforce Logiq)", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit (formerly PRO Unlimited / Workforce Logiq)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "#1 market share (~17.4% in 2024), broad vendor network"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|Coupa Contingent Workforce", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "VMS tightly integrated with Coupa's S2P suite"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|Ivalua", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "S2P + services procurement for contingent workers"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|Worksome", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "External workforce management (freelancers + contractors)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|TalentDesk", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "End-to-end external-workforce management (paying vendors & freelancers)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|Worksuite", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Established freelancer programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|Deel / Remote", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel / Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Global hiring + contractor management"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|Upwork Enterprise", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Talent marketplace + VMS-like tools"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|Field Nation", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Field Nation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "On-site contractor fulfillment"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|VectorVMS", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "SMB-friendly VMS with configurable workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|SimplifyVMS", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Mid-market VMS with lifecycle tracking & analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|Workforce.com", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Workforce.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Shift scheduling + contingent workforce"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|RemoFirst", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "RemoFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "International payroll for contingent workers"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|ADP", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Payroll & HR integration (including contingent)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|Fiverr", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Micro-services marketplace"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|Gigster", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Gigster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Project-based gig talent (tech)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m3|zai-small|PeoplePerHour", "prompt": "c196-m3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "PeoplePerHour", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Project-based freelance marketplace"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|alibaba-small|SAP Fieldglass", "prompt": "c196-m4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional enterprise-grade Vendor Management Systems (VMS) like **SAP Fieldglass** or **Workday VNDLY** are usually too expensive and complex"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|alibaba-small|Workday VNDLY", "prompt": "c196-m4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "usually too expensive and complex because they require significant implementation time and high per-worker fees"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|alibaba-small|SimpleVMS", "prompt": "c196-m4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Recommendation: SimpleVMS ... widely considered the best entry-level VMS for small-to-mid-sized programs with limited budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|alibaba-small|Magnit", "prompt": "c196-m4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner-Up: Magnit ... is a strong alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|alibaba-small|TalentDesk", "prompt": "c196-m4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "specifically highlights a \"blended vendor and freelancer\" model, making it cost-effective"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|alibaba-small|Rippling", "prompt": "c196-m4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "adding the contingent worker module to Rippling can eliminate the need for a separate VMS entirely"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|anthropic-small|Conexis VMS", "prompt": "c196-m4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Conexis VMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Conexis VMS is an award-winning VMS tailored specifically for mid-market contingent workforce programs and combines the power and security of enterprise-grade software with the flexibility, affordability"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|anthropic-small|VectorVMS", "prompt": "c196-m4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "VectorVMS offers vendor management software that is quick to implement, easy to use, and flexible... making it suitable for budget-conscious organizations"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|anthropic-small|SAP Fieldglass", "prompt": "c196-m4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Rather than enterprise-level systems like SAP Fieldglass or Beeline (which are designed for large enterprises with complex needs)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|anthropic-small|Beeline", "prompt": "c196-m4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Rather than enterprise-level systems like SAP Fieldglass or Beeline (which are designed for large enterprises with complex needs)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|challenger-small|SimpleVMS", "prompt": "c196-m4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best practical choice is usually **SimpleVMS** or **VectorVMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|challenger-small|VectorVMS", "prompt": "c196-m4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "VectorVMS is highlighted as a cheaper entry option for staffing teams"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|challenger-small|Magnit", "prompt": "c196-m4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if budget is less constrained but you want stronger mid-market capability:** **Magnit**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|challenger-small|SAP Fieldglass", "prompt": "c196-m4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "positioned as enterprise-grade or enterprise-focused tools, which usually makes them a better fit for larger, more mature programs than for tight budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|challenger-small|Beeline", "prompt": "c196-m4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "positioned as enterprise-grade or enterprise-focused tools... better fit for larger, more mature programs than for tight budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|challenger-small|Workday VNDLY", "prompt": "c196-m4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "still described as quote-only and oriented toward Workday-native enterprises rather than budget-first buyers"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|deepseek-small|SimpleVMS", "prompt": "c196-m4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SimpleVMS** is the strongest pick because its vendor-funded model removes most upfront and ongoing costs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|deepseek-small|Conexis VMS", "prompt": "c196-m4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Conexis VMS** offers the best value with no setup fees and flexible pay-as-you-go pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|deepseek-small|Beeline Professional", "prompt": "c196-m4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline Professional", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Vendor Option - Right-sized VMS designed specifically for mid-sized companies"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|deepseek-small|SAP Fieldglass", "prompt": "c196-m4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise solutions (SAP Fieldglass, Workday VNDLY): $50,000+/year — generally **too expensive** for a limited budget"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|deepseek-small|Workday VNDLY", "prompt": "c196-m4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise solutions (SAP Fieldglass, Workday VNDLY): $50,000+/year — generally **too expensive** for a limited budget"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|google-small|SAP Fieldglass", "prompt": "c196-m4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "requires looking past traditional enterprise giants like SAP Fieldglass or Beeline, which carry heavy implementation costs and complex pricing structures"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|google-small|Beeline", "prompt": "c196-m4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "looking past traditional enterprise giants like SAP Fieldglass or Beeline, which carry heavy implementation costs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|google-small|SimpleVMS", "prompt": "c196-m4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "SimpleVMS is widely considered the most accessible platform for companies building their first contingent workforce program."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|google-small|Conexis VMS", "prompt": "c196-m4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Mid-Market Flexibility & Rapid Setup"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|google-small|VectorVMS", "prompt": "c196-m4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "VectorVMS is a highly configurable platform that allows you to start small and pay only for what you need."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|google-small|TalentDesk", "prompt": "c196-m4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Freelancer Management Systems (FMS) like TalentDesk or Worksuite are much cheaper."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|google-small|Worksuite", "prompt": "c196-m4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Freelancer Management Systems (FMS) like TalentDesk or Worksuite are much cheaper."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|meta-small|TalentDesk", "prompt": "c196-m4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vendor management system for contingent workers for a company with a limited budget is TalentDesk."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|meta-small|Worksuite", "prompt": "c196-m4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other leading options include Worksuite, Worksome, Deel, and Remote."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|meta-small|Worksome", "prompt": "c196-m4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other leading options include Worksuite, Worksome, Deel, and Remote."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|meta-small|Deel", "prompt": "c196-m4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other leading options include Worksuite, Worksome, Deel, and Remote."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|meta-small|Remote", "prompt": "c196-m4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other leading options include Worksuite, Worksome, Deel, and Remote."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|meta-small|SAP Fieldglass", "prompt": "c196-m4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For larger enterprises, SAP Fieldglass and Beeline are recommended."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|meta-small|Beeline", "prompt": "c196-m4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For larger enterprises, SAP Fieldglass and Beeline are recommended."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|minimax-small|SimpleVMS", "prompt": "c196-m4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "\"the most accessible option for programs with lower contractor volumes and a limited number of staffing suppliers.\""}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|minimax-small|TalentDesk.io", "prompt": "c196-m4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "TalentDesk.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **SimpleVMS** or **TalentDesk.io** as they seem to be more accessible options"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|minimax-small|SAP Fieldglass", "prompt": "c196-m4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise-level solution, so it might be too expensive for a company with a limited budget"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|minimax-small|Beeline", "prompt": "c196-m4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Another enterprise-level VMS, likely not suitable for budget-conscious companies."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|minimax-small|Workday VNDLY", "prompt": "c196-m4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "best for organizations standardized on Workday for HR and finance, but it might be expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|mistral-small|SimpleVMS", "prompt": "c196-m4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SimpleVMS** is often recommended as the most accessible option"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|mistral-small|TalentDesk.io", "prompt": "c196-m4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "TalentDesk.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "also mentioned, but they tend to be more suited for larger enterprises or those with more complex needs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|mistral-small|SAP Fieldglass", "prompt": "c196-m4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "also mentioned, but they tend to be more suited for larger enterprises or those with more complex needs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|moonshot-small|SimpleVMS", "prompt": "c196-m4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SimpleVMS** — Best Overall for Tight Budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|moonshot-small|Conexis VMS", "prompt": "c196-m4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Transparent Subscription Option"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|moonshot-small|VectorVMS", "prompt": "c196-m4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Mid-Market Value"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|moonshot-small|SAP Fieldglass", "prompt": "c196-m4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Options to Avoid on a Limited Budget"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|moonshot-small|Beeline", "prompt": "c196-m4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Options to Avoid on a Limited Budget"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|moonshot-small|VNDLY (Workday)", "prompt": "c196-m4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VNDLY (Workday)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Options to Avoid on a Limited Budget"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|moonshot-small|Magnit", "prompt": "c196-m4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Options to Avoid on a Limited Budget"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|moonshot-small|Coupa", "prompt": "c196-m4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "enterprise-grade systems with quote-only pricing, complex implementations, and high total cost of ownership"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|openai-small|Beeline", "prompt": "c196-m4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value to start with: Beeline or Eleven VMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|openai-small|Eleven VMS", "prompt": "c196-m4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Eleven VMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall value to start with: Beeline or Eleven VMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|openai-small|Provade VMS", "prompt": "c196-m4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Provade VMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "these show up in Gartner's VMS landscape and may be worth comparing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|openai-small|Smart Track VMS", "prompt": "c196-m4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Smart Track VMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "these show up in Gartner's VMS landscape and may be worth comparing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|openai-small|SimplifyVMS", "prompt": "c196-m4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "these show up in Gartner's VMS landscape and may be worth comparing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|openai-small|FlentisPRO", "prompt": "c196-m4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "FlentisPRO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "these show up in Gartner's VMS landscape and may be worth comparing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|openai-small|UpGlide", "prompt": "c196-m4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "UpGlide", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "these show up in Gartner's VMS landscape and may be worth comparing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|xai-small|SimpleVMS", "prompt": "c196-m4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SimpleVMS stands out as the best vendor management system (VMS) for contingent workers on a limited budget"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|xai-small|SAP Fieldglass", "prompt": "c196-m4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "No massive upfront fees like enterprise tools (e.g., SAP Fieldglass or Beeline, which are quote-only and start in tens of thousands)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|xai-small|Beeline", "prompt": "c196-m4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Beeline/Fieldglass | Enterprise | Quote-only ($$$ ) | No"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|xai-small|Coupa", "prompt": "c196-m4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mid-market ready, unlike procurement-heavy tools like Coupa."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|xai-small|Zoho Recruit", "prompt": "c196-m4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cheapest entry; resume parsing, AI tools, invoicing basics | Less full VMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|xai-small|Connecteam", "prompt": "c196-m4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mobile-first; free tier, compliance/onboarding | Better for mixed employee/vendor, not pure VMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|xai-small|Worksuite", "prompt": "c196-m4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Requisition-to-offboarding; good for SMBs | Limited sourcing features"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|xai-small|Magnit", "prompt": "c196-m4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Coupa/Magnit | Large | Quote-only | Conditional"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|xai-small|Airtable", "prompt": "c196-m4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "adapt free tools like Airtable/Google Sheets temporarily, but they lack VMS automation"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|xai-small|Google Sheets", "prompt": "c196-m4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "adapt free tools like Airtable/Google Sheets temporarily, but they lack VMS automation"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|zai-small|SimpleVMS", "prompt": "c196-m4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **SimpleVMS** – free for up to 10 users, vendor‑paid model, zero implementation fees."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|zai-small|Connecteam", "prompt": "c196-m4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Connecteam** – $29/month for 30 users, mobile‑first, great for on‑site/field contingent workers."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|zai-small|AuraVMS", "prompt": "c196-m4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "AuraVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **AuraVMS** – $5/month base tier, lean RFQ‑focused, quick deployment."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|zai-small|Conexis VMS", "prompt": "c196-m4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Conexis VMS** – mid‑market pricing, flexible and cost‑effective for larger contingent programs."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|zai-small|Precoro", "prompt": "c196-m4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Precoro** (~$35/user/mo) or **Procurify** ($12–39/user/mo)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|zai-small|SAP Fieldglass", "prompt": "c196-m4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "start at **$500–$3,000+/month** and are usually overkill for a limited‑budget contingent work program"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|zai-small|Beeline", "prompt": "c196-m4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "usually overkill for a limited‑budget contingent work program"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|zai-small|VNDLY (Workday)", "prompt": "c196-m4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VNDLY (Workday)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**VNDLY** (but be aware of higher cost)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m4|zai-small|Procurify", "prompt": "c196-m4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Mixed P2P + contingent work**? → Precoro or Procurify"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|alibaba-small|Synergy", "prompt": "c196-m5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Synergy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "hire a third party (like Synergy, Procom, or CWS) to act as your administrative team"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|alibaba-small|Procom", "prompt": "c196-m5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Procom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "hire a third party (like Synergy, Procom, or CWS)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|alibaba-small|CWS", "prompt": "c196-m5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "CWS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "hire a third party (like Synergy, Procom, or CWS)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|alibaba-small|Accenture", "prompt": "c196-m5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Accenture", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Be wary of \"Enterprise\" heavyweights (like Accenture or IBM) if you go this route."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|alibaba-small|IBM", "prompt": "c196-m5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "IBM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Be wary of \"Enterprise\" heavyweights (like Accenture or IBM)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|alibaba-small|Verista", "prompt": "c196-m5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Verista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Look at providers like **Verista, Kforce, Synergy,** or specialized platforms"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|alibaba-small|Kforce", "prompt": "c196-m5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Kforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look at providers like **Verista, Kforce, Synergy,**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|alibaba-small|Swoon", "prompt": "c196-m5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Swoon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "specialized platforms like **Swoon** or **WorkForce Staffing**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|alibaba-small|WorkForce Staffing", "prompt": "c196-m5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "WorkForce Staffing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "specialized platforms like **Swoon** or **WorkForce Staffing** depending on whether you are mostly looking for tech talent"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|deepseek-small|Fieldglass/SAP", "prompt": "c196-m5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Fieldglass/SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The enterprise leaders (Fieldglass/SAP, Beeline) are engineered and priced for much larger spend and can cost six figures to implement over months."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|deepseek-small|Beeline", "prompt": "c196-m5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The enterprise leaders (Fieldglass/SAP, Beeline) are engineered and priced for much larger spend and can cost six figures to implement over months."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|deepseek-small|Magnit", "prompt": "c196-m5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Magnit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Build a shortlist of 3–4 mid-market platforms (Magnit, SimplifyVMS, SimpleVMS, Conexis are worth a look alongside the enterprise options)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|deepseek-small|SimplifyVMS", "prompt": "c196-m5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimplifyVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Vendors like **Magnit, SimplifyVMS, SimpleVMS, and Conexis** specifically target this middle market."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|deepseek-small|SimpleVMS", "prompt": "c196-m5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Vendors like **Magnit, SimplifyVMS, SimpleVMS, and Conexis** specifically target this middle market."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|deepseek-small|Conexis", "prompt": "c196-m5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Conexis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Vendors like **Magnit, SimplifyVMS, SimpleVMS, and Conexis** specifically target this middle market."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|google-small|SAP Fieldglass", "prompt": "c196-m5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid the massive enterprise tools (SAP Fieldglass, Beeline) unless you have massive, complex global spend."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|google-small|Beeline", "prompt": "c196-m5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid the massive enterprise tools (SAP Fieldglass, Beeline)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|google-small|Deel", "prompt": "c196-m5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Deel** (if global EOR/contractor focused)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|google-small|Worksuite", "prompt": "c196-m5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Worksuite** (if leaning freelancer)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|google-small|TalentDesk", "prompt": "c196-m5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(e.g., Deel, Worksuite, or TalentDesk)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|google-small|Conexis VMS", "prompt": "c196-m5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Conexis VMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "look at mid-market options like **Conexis VMS**, **VectorVMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|google-small|VectorVMS", "prompt": "c196-m5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VectorVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "look for VMS vendors that cater to mid-market programs (e.g., Conexis VMS, VectorVMS)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|meta-small|VNDLY", "prompt": "c196-m5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top vendors in this space include:\n\n1. VNDLY"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|meta-small|Matrix Workforce", "prompt": "c196-m5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Matrix Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Matrix Workforce"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|meta-small|Magnit", "prompt": "c196-m5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Magnit"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|meta-small|SimplifyVMS", "prompt": "c196-m5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. SimplifyVMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|minimax-small|VectorVMS", "prompt": "c196-m5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "have strong mid‑market presence include **VectorVMS**, **Conexis VMS**, **SAP Fieldglass**, **Beeline**, and **Upwork Enterprise**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|minimax-small|Conexis VMS", "prompt": "c196-m5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Conexis VMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include **VectorVMS**, **Conexis VMS**, **SAP Fieldglass**, **Beeline**, and **Upwork Enterprise**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|minimax-small|SAP Fieldglass", "prompt": "c196-m5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include **VectorVMS**, **Conexis VMS**, **SAP Fieldglass**, **Beeline**, and **Upwork Enterprise**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|minimax-small|Beeline", "prompt": "c196-m5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include **VectorVMS**, **Conexis VMS**, **SAP Fieldglass**, **Beeline**, and **Upwork Enterprise**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|minimax-small|Upwork Enterprise", "prompt": "c196-m5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include **VectorVMS**, **Conexis VMS**, **SAP Fieldglass**, **Beeline**, and **Upwork Enterprise**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|mistral-small|Beeline", "prompt": "c196-m5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "circulate to top VMS vendors (e.g., Beeline, Coupa, ProUnlimited, SAP Fieldglass, Workday VNDLY, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|mistral-small|Coupa", "prompt": "c196-m5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "circulate to top VMS vendors (e.g., Beeline, Coupa, ProUnlimited, SAP Fieldglass, Workday VNDLY, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|mistral-small|ProUnlimited", "prompt": "c196-m5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "ProUnlimited", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "circulate to top VMS vendors (e.g., Beeline, Coupa, ProUnlimited, SAP Fieldglass, Workday VNDLY, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|mistral-small|SAP Fieldglass", "prompt": "c196-m5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "circulate to top VMS vendors (e.g., Beeline, Coupa, ProUnlimited, SAP Fieldglass, Workday VNDLY, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|mistral-small|Workday VNDLY", "prompt": "c196-m5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Workday VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "circulate to top VMS vendors (e.g., Beeline, Coupa, ProUnlimited, SAP Fieldglass, Workday VNDLY, etc.)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|moonshot-small|SAP Fieldglass", "prompt": "c196-m5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise VMS tools (like SAP Fieldglass or legacy Beeline) are powerful but notoriously clunky."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|moonshot-small|Beeline", "prompt": "c196-m5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise VMS tools (like SAP Fieldglass or legacy Beeline) are powerful but notoriously clunky."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|moonshot-small|VectorVMS", "prompt": "c196-m5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VectorVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "platforms like **VectorVMS**, **Conexis**, **SimplifyVMS**, or **VNDLY** (Workday) often fit mid-market buyers better than pure enterprise suites"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|moonshot-small|Conexis", "prompt": "c196-m5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Conexis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "platforms like **VectorVMS**, **Conexis**, **SimplifyVMS**, or **VNDLY** (Workday) often fit mid-market buyers better"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|moonshot-small|SimplifyVMS", "prompt": "c196-m5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimplifyVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "platforms like **VectorVMS**, **Conexis**, **SimplifyVMS**, or **VNDLY** (Workday) often fit mid-market buyers better"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|moonshot-small|VNDLY (Workday)", "prompt": "c196-m5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VNDLY (Workday)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**VNDLY** (Workday) often fit mid-market buyers better than pure enterprise suites"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|moonshot-small|Magnit", "prompt": "c196-m5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Magnit** is worth evaluating if you want integrated direct sourcing depth"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|xai-small|SAP Fieldglass", "prompt": "c196-m5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular for mid-market/enterprise: SAP Fieldglass, Beeline, VectorVMS, Workday Contingent Workforce, or Rippling (for smaller scale)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|xai-small|Beeline", "prompt": "c196-m5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular for mid-market/enterprise: SAP Fieldglass, Beeline, VectorVMS, Workday Contingent Workforce, or Rippling"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|xai-small|VectorVMS", "prompt": "c196-m5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SAP Fieldglass, Beeline, VectorVMS, Workday Contingent Workforce, or Rippling (for smaller scale)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|xai-small|Workday Contingent Workforce", "prompt": "c196-m5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Workday Contingent Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SAP Fieldglass, Beeline, VectorVMS, Workday Contingent Workforce, or Rippling (for smaller scale)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|xai-small|Rippling", "prompt": "c196-m5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or Rippling (for smaller scale)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|zai-small|SAP Fieldglass", "prompt": "c196-m5", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "While this isn't a recommendation, it's helpful to know the landscape"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|zai-small|Beeline", "prompt": "c196-m5", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Comprehensive vendor and talent management, robust analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|zai-small|SimplifyVMS", "prompt": "c196-m5", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Transparent subscription pricing, basic direct sourcing, mid-market ready."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|zai-small|SimpleVMS", "prompt": "c196-m5", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimpleVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Small to mid-market programs | Basic direct sourcing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|zai-small|Worksuite", "prompt": "c196-m5", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-market companies managing freelancer and vendor programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|zai-small|Procurify", "prompt": "c196-m5", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vendor management with procurement and spend visibility."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|zai-small|Gatekeeper", "prompt": "c196-m5", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Gatekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus on contract management and supplier oversight."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m5|zai-small|Spendflo", "prompt": "c196-m5", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Spendflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Vendor risk management with integrated spend visibility."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|alibaba-small|WorkMarket (ADP)", "prompt": "c196-m6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "WorkMarket (ADP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "WorkMarket is a popular SaaS solution for contingent workforce management, but it has significant drawbacks"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|alibaba-small|SAP Fieldglass (SAP)", "prompt": "c196-m6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass (SAP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Caution:** Smaller organizations may find it overly complex and expensive."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|alibaba-small|Worksuite", "prompt": "c196-m6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Users note a **steep learning curve** and unintuitive interface"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|alibaba-small|Legacy/On-Premise VMS Solutions", "prompt": "c196-m6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Legacy/On-Premise VMS Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Any traditional, non-cloud VMS ... should generally be avoided in favor of modern SaaS."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|anthropic-small|Qwick", "prompt": "c196-m6", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Qwick", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Qwick, Instawork, and Tend have been sued for misclassifying workers as independent contractors"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|anthropic-small|Instawork", "prompt": "c196-m6", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Instawork", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Qwick, Instawork, and Tend have been sued for misclassifying workers as independent contractors"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|anthropic-small|Tend", "prompt": "c196-m6", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Tend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Qwick, Instawork, and Tend have been sued for misclassifying workers as independent contractors"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|deepseek-small|Outlier.ai", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Outlier.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid Outlier and the other AI-training platforms given the documented accounts-ban-before-payout pattern"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|deepseek-small|DataAnnotation.tech", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "DataAnnotation.tech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Generally pays reliably and at good rates, but has complaints about: Long dry periods... Unpaid qualification assessments"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|deepseek-small|Appen", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Appen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Complaints include retroactively changing pay rules ... and piece-rate switches that drastically cut pay."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|deepseek-small|Remotasks", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Remotasks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cited in the same \"exploitation\" coverage as above."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|deepseek-small|Instawork", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Instawork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "NOT BBB-accredited, with 229 complaints in 3 years and failure to respond to 69 complaints"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|deepseek-small|Gig Worker Solutions", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Gig Worker Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "19 BBB complaints in 3 years; workers allege issues despite the company's counter-responses."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|deepseek-small|Upwork", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "These aren't necessarily \"avoid,\" but they require vigilance because the platforms don't fully vet clients or jobs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|deepseek-small|Fiverr", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "These aren't necessarily \"avoid,\" but they require vigilance because the platforms don't fully vet clients or jobs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|deepseek-small|Freelancer", "prompt": "c196-m6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Freelancer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Freelancer.com itself warns about off-platform payment (sent money often relates to stolen cards)."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|google-small|Papaya Global", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Platform under caution:** **Papaya Global**. ... it operates heavily on an aggregator model in many countries."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|google-small|Deel", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Platform under caution:** **Deel**. ... it has faced significant, ongoing regulatory and legal headwinds"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|google-small|Upwork", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Platform under caution:** **Upwork**. ... recent platform changes have severely impacted both quality and cost"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|google-small|Fiverr", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Fiverr is structurally ill-suited for any complex, collaborative work."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|google-small|Toptal", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look to highly vetted, niche networks (like Toptal or localized staff augmentation firms)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|google-small|Beeline", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Insist on using a **vendor-neutral VMS** (e.g., Beeline, SAP Fieldglass, or modern mid-market options like SimpleVMS or Conexis VMS)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|google-small|SAP Fieldglass", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "vendor-neutral VMS (e.g., Beeline, SAP Fieldglass"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|google-small|SimpleVMS", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SimpleVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "modern mid-market options like SimpleVMS or Conexis VMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|google-small|Conexis VMS", "prompt": "c196-m6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "modern mid-market options like SimpleVMS or Conexis VMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|minimax-small|WorkMarket", "prompt": "c196-m6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "WorkMarket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Trustpilot rating: 2.0/5 (41 reviews) - Common complaints: payment delays, fee frustration, weak dispute support"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|minimax-small|Worksome", "prompt": "c196-m6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Trustpilot rating: 2.1/5 (92 reviews) - Concerns: late payments, unclear payout timing, payment verification issues"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|mistral-small|SAP Fieldglass", "prompt": "c196-m6", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some platforms, such as SAP Fieldglass and Beeline, are designed for large, global programs but come with high implementation complexity and cost structures"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|mistral-small|Beeline", "prompt": "c196-m6", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Only for large enterprises; mid-market should be cautious"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|moonshot-small|Uber", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Uber", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Gig Economy Platforms (High Caution) ... Misclassify workers as independent contractors, denying basic labor protections"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|moonshot-small|Lyft", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Lyft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "these platforms have been cited for systematic issues"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|moonshot-small|DoorDash", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "DoorDash", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Pure gig platforms (Uber, DoorDash, etc.) | Labor exploitation, misclassification, below-minimum-wage pay"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|moonshot-small|Instacart", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Instacart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "these platforms have been cited for systematic issues"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|moonshot-small|Amazon Flex", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Amazon Flex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "these platforms have been cited for systematic issues"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|moonshot-small|Shipt", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Shipt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "these platforms have been cited for systematic issues"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|moonshot-small|Favor", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Favor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "these platforms have been cited for systematic issues"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|moonshot-small|Upwork", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "While legitimate, has notable issues: Very low Trustpilot ratings ... High fees on both sides"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|moonshot-small|Fiverr", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Similar concerns: Scams involving duplicate accounts and upfront payment requests"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|moonshot-small|SAP Fieldglass", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Complex setup and confusing UI - Invoice tracking difficulties - Payment delays"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|moonshot-small|Beeline", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Lower satisfaction scores compared to competitors"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|moonshot-small|IQNavigator", "prompt": "c196-m6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "IQNavigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Some users report it's inferior to Fieldglass and IQNavigator in functionality"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|openai-small|Borderless", "prompt": "c196-m6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Borderless", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some users report that **Borderless** can be frustrating when contract changes or payroll-related issues arise... it is a caution flag worth investigating closely."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|openai-small|Vincere", "prompt": "c196-m6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Vincere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Platforms in this space can get described as **overkill** for simpler contingent hiring needs ([trustpilot.com](https://www.trustpilot.com/review/vincere.io"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|xai-small|WorkMarket (now ADP WorkMarket)", "prompt": "c196-m6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "WorkMarket (now ADP WorkMarket)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Frequent Red Flags: **WorkMarket (now ADP WorkMarket)**: ... Payment delays ... account terminations without notice"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|xai-small|Worksome", "prompt": "c196-m6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Low satisfaction on support and payments ... When to be cautious: For international or high-volume contingent work."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|xai-small|Magnit", "prompt": "c196-m6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Magnit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Procurement frustrations and low user satisfaction in some channels. When to be cautious: Enterprise-scale programs."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|xai-small|Guru.com", "prompt": "c196-m6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Guru.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Scammers on platform, ineffective support (Trustpilot complaints)."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|xai-small|Freelancer.com", "prompt": "c196-m6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Low-quality projects, payment disputes, high competition."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|xai-small|Fiverr", "prompt": "c196-m6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Intense price wars, unsuitable for complex/senior work."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|xai-small|Upwork", "prompt": "c196-m6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "High fees (10-20%), competition, glitches, client-biased disputes (though G2 4.5/5 overall)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|xai-small|SAP Fieldglass", "prompt": "c196-m6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Prioritize platforms like SAP Fieldglass or Worksuite (higher averages ~4.0-4.4)."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|xai-small|Worksuite", "prompt": "c196-m6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Prioritize platforms like SAP Fieldglass or Worksuite (higher averages ~4.0-4.4)."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|xai-small|Toptal", "prompt": "c196-m6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Higher-rated options (G2 4.5+): Upwork (for volume), Toptal (premium vetted talent)."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|zai-small|CXC Global", "prompt": "c196-m6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "CXC Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or proceed with extreme caution: CXC Global and WorkMarket (ADP) have well‑documented payment delays, opaque pricing, slow onboarding, and poor dispute support."}, {"id": "mai-20260918-0021-calibration_b-2|c196-m6|zai-small|WorkMarket by ADP", "prompt": "c196-m6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid or proceed with extreme caution: CXC Global and WorkMarket (ADP) have well‑documented payment delays, opaque pricing, slow onboarding, and poor dispute support."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|alibaba-small|SAP Proculus", "prompt": "c196-s1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Proculus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise systems (like SAP Proculus or Oracle Fieldglass) are typically too expensive and complex"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|alibaba-small|Oracle Fieldglass", "prompt": "c196-s1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Oracle Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise systems (like SAP Proculus or Oracle Fieldglass) are typically too expensive and complex"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|alibaba-small|Rippling", "prompt": "c196-s1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Winner: Rippling ... is the current market leader for SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|alibaba-small|Gusto", "prompt": "c196-s1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Winner: Gusto ... Gusto is the gold standard"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|alibaba-small|Deel", "prompt": "c196-s1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Winner: Deel (or Remote.com)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|alibaba-small|Remote.com", "prompt": "c196-s1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Remote.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Winner: Deel (or Remote.com)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|alibaba-small|Checkbook", "prompt": "c196-s1", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Checkbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Winner: Checkbook ... Checkbook is ideal"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|anthropic-small|SimplifyVMS", "prompt": "c196-s1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SimplifyVMS and VectorVMS tend to offer better ease-of-use than enterprise solutions like SAP Fieldglass."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|anthropic-small|VectorVMS", "prompt": "c196-s1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "SimplifyVMS and VectorVMS tend to offer better ease-of-use than enterprise solutions like SAP Fieldglass."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|anthropic-small|Beeline", "prompt": "c196-s1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Beeline is a cloud-based solution aimed at improving workforce flexibility and streamlining supplier management"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|anthropic-small|SAP Fieldglass", "prompt": "c196-s1", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "tend to offer better ease-of-use than enterprise solutions like SAP Fieldglass"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|challenger-small|SimpleVMS", "prompt": "c196-s1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SimpleVMS** is the clearest small-to-mid-market choice for contingent workforce programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|challenger-small|Beeline", "prompt": "c196-s1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the main reason I would *not* default a small B2B company to SAP Fieldglass or Beeline is that the results frame them as the top choices for enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|challenger-small|SAP Fieldglass", "prompt": "c196-s1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you expect rapid scale or complex staffing governance:** **SAP Fieldglass**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|challenger-small|Workday VNDLY", "prompt": "c196-s1", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you already use Workday:** **Workday VNDLY**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|deepseek-small|SimpleVMS", "prompt": "c196-s1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B company**, **SimpleVMS** is the strongest overall fit."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|deepseek-small|Magnit", "prompt": "c196-s1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Powerful, but quote-only pricing and high complexity — likely overkill for a small company"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|deepseek-small|Beeline", "prompt": "c196-s1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-focused; too heavy and expensive for small firms"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|deepseek-small|SAP Fieldglass", "prompt": "c196-s1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Industry-leading but carries implementation complexity and cost that doesn't suit small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|deepseek-small|Connecteam", "prompt": "c196-s1", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more of a workforce management tool, not a true contingent-worker VMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|google-small|SAP Fieldglass", "prompt": "c196-s1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional enterprise systems (like SAP Fieldglass or Beeline) are usually too complex and expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|google-small|Beeline", "prompt": "c196-s1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "traditional enterprise systems (like SAP Fieldglass or Beeline) are usually too complex and expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|google-small|Conexis VMS", "prompt": "c196-s1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis VMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Conexis VMS** (Best Overall for Mid-Market/SMB)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|google-small|SimpleVMS", "prompt": "c196-s1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Go with **Conexis VMS** or **SimpleVMS**."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|google-small|Prosperix", "prompt": "c196-s1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Prosperix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Prosperix** (Best for Supplier Discovery)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|google-small|Worksuite", "prompt": "c196-s1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Worksuite is the premium choice for B2B teams that have outgrown spreadsheets"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|google-small|Gusto", "prompt": "c196-s1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Gusto** (Best for U.S.-Only Teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|google-small|Deel", "prompt": "c196-s1", "model": "google-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Deel** (Best for Global/International Contractors)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|meta-small|SimpleVMS", "prompt": "c196-s1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best vendor management system for contingent workers for a small B2B company is SimpleVMS."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|meta-small|SAP Fieldglass", "prompt": "c196-s1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include SAP Fieldglass, Beeline, Magnit, and Conexis."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|meta-small|Beeline", "prompt": "c196-s1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include SAP Fieldglass, Beeline, Magnit, and Conexis."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|meta-small|Magnit", "prompt": "c196-s1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include SAP Fieldglass, Beeline, Magnit, and Conexis."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|meta-small|Conexis", "prompt": "c196-s1", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include SAP Fieldglass, Beeline, Magnit, and Conexis."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|minimax-small|SimpleVMS", "prompt": "c196-s1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company, **SimpleVMS** is often the best choice due to its focus on small to mid-market programs, transparent pricing, and user-friendly interface."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|minimax-small|SAP Fieldglass", "prompt": "c196-s1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "May be overkill for a small B2B company. Higher cost and complexity."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|minimax-small|Beeline", "prompt": "c196-s1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you need more advanced features and have a larger budget, **Beeline** or **SAP Fieldglass** could be worth considering"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|minimax-small|Zapro.ai", "prompt": "c196-s1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Zapro.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers a list of 27 vendor management tools"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|minimax-small|Connecteam", "prompt": "c196-s1", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Provides a vendor management system tailored for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|mistral-small|SimpleVMS", "prompt": "c196-s1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SimpleVMS** and **Conexis** are the best choices due to their affordability, ease of use"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|mistral-small|Conexis", "prompt": "c196-s1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Conexis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SimpleVMS** and **Conexis** are the best choices due to their affordability, ease of use"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|mistral-small|SAP Fieldglass", "prompt": "c196-s1", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While more enterprise-focused... though it may be more than you need initially"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|moonshot-small|SimpleVMS", "prompt": "c196-s1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **SimpleVMS** if you need true contingent workforce management"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|moonshot-small|Connecteam", "prompt": "c196-s1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Connecteam** if you need broader workforce management with vendor collaboration features at a very affordable price point"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|moonshot-small|Coupa Contingent Workforce (CCW)", "prompt": "c196-s1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Coupa Contingent Workforce (CCW)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caveat:** May be overkill and too expensive for very small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|moonshot-small|SAP Fieldglass", "prompt": "c196-s1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid (Enterprise-Focused) ... Implementation complexity and cost structure prices out most mid-market buyers"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|moonshot-small|Beeline", "prompt": "c196-s1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Quote-only pricing, built for global enterprise programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|moonshot-small|Magnit", "prompt": "c196-s1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise-focused, quote-only pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|moonshot-small|SimplifyVMS", "prompt": "c196-s1", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimplifyVMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Designed for Fortune 500/large-scale programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|openai-small|SimpleVMS", "prompt": "c196-s1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a small company using staffing vendors:** **SimpleVMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|openai-small|Worksome", "prompt": "c196-s1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Worksome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best fit is usually **SimpleVMS** or **Worksome**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|openai-small|SAP Fieldglass", "prompt": "c196-s1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "not an enterprise-heavy platform like SAP Fieldglass or Workday VNDLY"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|openai-small|Workday VNDLY", "prompt": "c196-s1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more often associated with larger, more complex contingent-workforce programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|openai-small|Beeline", "prompt": "c196-s1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Best only if you're growing into an enterprise program"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|openai-small|Magnit", "prompt": "c196-s1", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Magnit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Best only if you're growing into an enterprise program"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|xai-small|SimpleVMS", "prompt": "c196-s1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SimpleVMS stands out as a top recommendation for small to mid-market businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|xai-small|VectorVMS", "prompt": "c196-s1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives to consider... Configurable SMB contingent programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|xai-small|TalentDesk", "prompt": "c196-s1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Freelancers/contractors with payments in 190+ countries"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|xai-small|Rippling", "prompt": "c196-s1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "G2 leader but broader than pure VMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|xai-small|Beeline", "prompt": "c196-s1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High marks but leans pricier/larger scale."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|xai-small|SAP Fieldglass", "prompt": "c196-s1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise options like SAP Fieldglass or Coupa are typically overkill... avoid unless scaling fast."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|xai-small|Coupa", "prompt": "c196-s1", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise options like SAP Fieldglass or Coupa are typically overkill... avoid unless scaling fast."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|zai-small|SimpleVMS", "prompt": "c196-s1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with SimpleVMS** if you want the simplest, most cost‑transparent solution."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|zai-small|Workday VNDLY", "prompt": "c196-s1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick Workday VNDLY** if you're already on Workday HCM."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|zai-small|TalentDesk.io", "prompt": "c196-s1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "TalentDesk.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose TalentDesk.io** if you manage both vendors and freelancers globally"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|zai-small|Beeline", "prompt": "c196-s1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Still more suited to enterprises; small programs may see limited ROI."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|zai-small|SAP Fieldglass", "prompt": "c196-s1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "SAP Fieldglass – Not Recommended for Small Teams ... Overkill and costly for a small B2B."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|zai-small|Coupa Contingent Workforce", "prompt": "c196-s1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best If Procurement‑Led ... Tight procurement integration"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s1|zai-small|Rippling", "prompt": "c196-s1", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best If You Want All‑in‑One HR/IT"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|alibaba-small|Bonsai", "prompt": "c196-s2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Bonsai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: Bonsai ... arguably the best fit for B2B service businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|alibaba-small|QuickBooks Online", "prompt": "c196-s2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Accounting & Compliance: QuickBooks Online (+ Apps)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|alibaba-small|Hubdoc", "prompt": "c196-s2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Hubdoc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "You can integrate apps like **Hubdoc** (to store receipts/contracts) to create a full management system."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|alibaba-small|Zoho Invoice + Zoho Projects", "prompt": "c196-s2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Zoho Invoice + Zoho Projects", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Free/Low-Cost Option: Zoho Invoice + Zoho Projects"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|alibaba-small|Wise (Business)", "prompt": "c196-s2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Wise (Business)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For International B2B Contractors: Wise (Business) + DocuSign"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|alibaba-small|DocuSign", "prompt": "c196-s2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "DocuSign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "DocuSign serves as the legal container."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|alibaba-small|Upwork", "prompt": "c196-s2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "While these are good for *finding* talent, the management tools they offer are basic."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|alibaba-small|Fiverr", "prompt": "c196-s2", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "While these are good for *finding* talent, the management tools they offer are basic."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|anthropic-small|Upwork", "prompt": "c196-s2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Option: **Upwork** ... Upwork is the safest bet"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|anthropic-small|Fixnhour", "prompt": "c196-s2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fixnhour", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other Strong Alternatives: **Fixnhour** - It helps companies hire freelancers online easily with a focus on B2B solutions"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|anthropic-small|YunoJuno", "prompt": "c196-s2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "YunoJuno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It offers a unique marketplace for businesses to find and engage top-tier freelance talent"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|anthropic-small|WorkMotion", "prompt": "c196-s2", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMotion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "WorkMotion stands out by supporting both contractor management and the transition to full-time employees"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|challenger-small|TalentDesk", "prompt": "c196-s2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **TalentDesk** as the safest default choice"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|challenger-small|Worksome", "prompt": "c196-s2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want more workflow control over contractors and freelancers"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|challenger-small|Upwork", "prompt": "c196-s2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want flexible, pay-as-you-go access without an annual contract"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|challenger-small|Agiled", "prompt": "c196-s2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Agiled", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your business is very project-heavy and you want freelancer management plus CRM and invoicing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|challenger-small|Flowlu", "prompt": "c196-s2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Flowlu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Agiled** or **Flowlu** if your business is very project-heavy"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|challenger-small|WorkMotion", "prompt": "c196-s2", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "WorkMotion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "worth a look, but it is more specialized toward international SME contractor management than a general-purpose freelancer-management tool"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|deepseek-small|TalentDesk", "prompt": "c196-s2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## My Top Recommendation: **TalentDesk**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|deepseek-small|Contra", "prompt": "c196-s2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Contra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Contra** is a budget-friendly option that handles client work and invoicing in one workspace"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|deepseek-small|Worksuite", "prompt": "c196-s2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Worksuite** is also SMB-oriented and praised for automation... but its pricing is higher"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|deepseek-small|Worksome", "prompt": "c196-s2", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Worksome/TalentDesk-style enterprise tools are overkill for small volumes"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|google-small|Deel", "prompt": "c196-s2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your B2B small business relies on a remote, international network of contractors, **Deel** is the gold standard."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|google-small|Upwork", "prompt": "c196-s2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "rather than taking a large percentage cut like Upwork or Fiverr"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|google-small|Fiverr", "prompt": "c196-s2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "rather than taking a large percentage cut like Upwork or Fiverr"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|google-small|Wethos (Wethos Team)", "prompt": "c196-s2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Wethos (Wethos Team)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Wethos** is an incredibly strong, cost-effective fit."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|google-small|TalentDesk.io", "prompt": "c196-s2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**TalentDesk.io** or **Worksuite** are the premier choices."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|google-small|Worksuite", "prompt": "c196-s2", "model": "google-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**TalentDesk.io** or **Worksuite** are the premier choices."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|meta-small|TalentDesk", "prompt": "c196-s2", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TalentDesk: A comprehensive freelancer management platform that is perfect for startups and small to medium-sized businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|meta-small|Hubstaff", "prompt": "c196-s2", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Hubstaff", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A popular freelancer management software that offers enhanced communication and collaboration features"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|meta-small|Outsource Accelerator", "prompt": "c196-s2", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Outsource Accelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A platform that helps businesses source, onboard, track, and pay freelancers in one place."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|minimax-small|Deel", "prompt": "c196-s2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend starting with **Deel** or **Remote**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|minimax-small|Remote", "prompt": "c196-s2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend starting with **Deel** or **Remote**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|minimax-small|TalentDesk", "prompt": "c196-s2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically mentioned as perfect for startups and small/medium businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|minimax-small|Worksuite", "prompt": "c196-s2", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Worksuite** might be a better fit"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|mistral-small|TalentDesk", "prompt": "c196-s2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, **TalentDesk** is often the best starting point due to its scalability, ease of use, and comprehensive feature set."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|mistral-small|Deel", "prompt": "c196-s2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** or **Remote** would be strong alternatives to ensure compliance and smooth payments across borders."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|mistral-small|Remote", "prompt": "c196-s2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deel** or **Remote** would be strong alternatives"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|mistral-small|Upwork (Lifted)", "prompt": "c196-s2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork (Lifted)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Upwork's Lifted platform is designed for businesses that want to scale their freelance workforce quickly."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|mistral-small|Worksome", "prompt": "c196-s2", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "This platform is tailored for businesses that need to manage both freelancers and temporary staff."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|moonshot-small|TalentDesk", "prompt": "c196-s2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. TalentDesk** – Best Overall for Small B2B Businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|moonshot-small|Worksuite", "prompt": "c196-s2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Worksuite** if budget is a primary concern – at ~$35/month, it offers excellent value with robust features."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|moonshot-small|Contra", "prompt": "c196-s2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Contra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Contra** – Best Budget-Friendly Option"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|moonshot-small|Upwork", "prompt": "c196-s2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider Upwork or Fiverr Enterprise** if you prefer pay-as-you-go models without annual contracts"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|moonshot-small|Fiverr Enterprise", "prompt": "c196-s2", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Consider Upwork or Fiverr Enterprise** if you prefer pay-as-you-go models without annual contracts"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|openai-small|Upwork Business Plus", "prompt": "c196-s2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Business Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Upwork Business Plus** as the best starting point"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|openai-small|Deel Hire", "prompt": "c196-s2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Deel Hire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel Hire** is strong if your main need is **global contractor compliance and payments** across countries"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|openai-small|Upwork Standard/Basic", "prompt": "c196-s2", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork Standard/Basic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "may be enough if you want the simplest, lowest-commitment option"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|xai-small|Upwork", "prompt": "c196-s2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Upwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Upwork as the top freelancer management platform for a small B2B business."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|xai-small|Fiverr", "prompt": "c196-s2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Less suited for complex/ongoing B2B projects; more consumer-oriented."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|xai-small|Toptal", "prompt": "c196-s2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Toptal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Higher costs (built into rates, $60-250+/hr); overkill for most small budgets."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|xai-small|TalentDesk", "prompt": "c196-s2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricier subscriptions; better for mid-size with 10+ freelancers."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|xai-small|Worksome", "prompt": "c196-s2", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pricier subscriptions; better for mid-size with 10+ freelancers."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|zai-small|Bonsai", "prompt": "c196-s2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Bonsai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best recommendation for a small B2B business is **Bonsai**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|zai-small|HoneyBook", "prompt": "c196-s2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "HoneyBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: HoneyBook ... HoneyBook is a strong alternative"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s2|zai-small|Dubsado", "prompt": "c196-s2", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "paraphrase", "raw": "Dubsado", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Runner-Up: Dubsado ... Dubsado is the industry standard"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|alibaba-small|SAP Fieldglass", "prompt": "c196-s3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Unlike enterprise solutions (like SAP Fieldglass), small team platforms are designed to reduce administrative overhead"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|alibaba-small|Deel", "prompt": "c196-s3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Deel** if you are hiring globally and need the widest country coverage."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|alibaba-small|Remote", "prompt": "c196-s3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Remote is often seen as the primary competitor to Deel but differentiates itself through a heavier emphasis on legal expertise"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|alibaba-small|Worksome", "prompt": "c196-s3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Worksome** if you are mostly US/UK-based and just want a quick, compliant way to get paid."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|alibaba-small|Worksuite", "prompt": "c196-s3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Worksuite is built specifically for managing the entire lifecycle of freelancers"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|alibaba-small|TalentDesk", "prompt": "c196-s3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "TalentDesk is highly rated for startups that need to see who is working"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|alibaba-small|Rippling", "prompt": "c196-s3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Rippling** if you are already paying for their HR/Payroll system for your W-2/FTE staff."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|alibaba-small|Upwork", "prompt": "c196-s3", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Instead of using a public marketplace (like Upwork)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|anthropic-small|Upwork", "prompt": "c196-s3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ideal for small businesses or companies that need short-term project work, and a great option for businesses that can work with remote contractors"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|anthropic-small|Rippling", "prompt": "c196-s3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for companies already using Rippling for employees who want to manage a small or mid-size contractor population in the same system."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|anthropic-small|Fiverr Enterprise", "prompt": "c196-s3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Combines sourcing, onboarding, compliance, payments, and private talent pools in one platform"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|anthropic-small|Gusto", "prompt": "c196-s3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for small businesses, Gusto combines payroll, benefits, and contractor payments into one easy-to-navigate platform."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|anthropic-small|Worksome", "prompt": "c196-s3", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A contractor management platform built for companies that want to manage freelancers compliantly while also sourcing from a marketplace."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|challenger-small|SimpleVMS", "prompt": "c196-s3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **SimpleVMS** if you want the easiest small-team VMS."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|challenger-small|VectorVMS", "prompt": "c196-s3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **VectorVMS** if approval workflows and supplier tracking matter most."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|challenger-small|WorkMarket", "prompt": "c196-s3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **WorkMarket** if contractor workflow automation is the priority."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|challenger-small|TalentDesk", "prompt": "c196-s3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **TalentDesk** if you need to manage and pay freelancers/contractors in one place."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|challenger-small|Beeline", "prompt": "c196-s3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically aimed at larger, more complex programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|challenger-small|Magnit", "prompt": "c196-s3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Mid-market to enterprise ... more enterprise-oriented"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|challenger-small|SAP Fieldglass", "prompt": "c196-s3", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Powerful but usually overkill for small teams because implementation complexity and cost are better suited to large programs."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|deepseek-small|Upwork", "prompt": "c196-s3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need to find talent fast for projects?** Start with **Upwork** (longer/technical work)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|deepseek-small|Fiverr", "prompt": "c196-s3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Fiverr** (quick, defined one-offs)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|deepseek-small|Deel", "prompt": "c196-s3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Deel** (especially for global hires), **Worksome**, or **TalentDesk.io**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|deepseek-small|Worksome", "prompt": "c196-s3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Deel** (especially for global hires), **Worksome**, or **TalentDesk.io**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|deepseek-small|TalentDesk.io", "prompt": "c196-s3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "End-to-end management of freelancers, contractors, and vendors in one system"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|deepseek-small|WorkMarket (by ADP)", "prompt": "c196-s3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket (by ADP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Already use ADP and manage US 1099 workers?** Consider **WorkMarket**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|deepseek-small|Wonolo", "prompt": "c196-s3", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Wonolo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Need frontline-hourly labor?** Look at **Wonolo**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|google-small|Beeline", "prompt": "c196-s3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standard enterprise Vendor Management Systems (VMS) like Beeline or SAP Fieldglass are usually too complex, rigid, and expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|google-small|SAP Fieldglass", "prompt": "c196-s3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like Beeline or SAP Fieldglass are usually too complex, rigid, and expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|google-small|Deel", "prompt": "c196-s3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Deel** if you want the easiest, most automated global contractor payment tool."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|google-small|Remote", "prompt": "c196-s3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Risk-averse small teams prioritizing deep regional compliance and intellectual property (IP) protection."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|google-small|Rippling", "prompt": "c196-s3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Rippling** if you already have W-2 employees and want to manage your team's physical laptops and software access"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|google-small|Gusto", "prompt": "c196-s3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Purely US-based small businesses with occasional international contractor needs."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|google-small|Worksuite", "prompt": "c196-s3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Worksuite** if you are a marketing, design, or production agency that needs to organize a roster of freelancers"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|google-small|Lifted (An Upwork Company)", "prompt": "c196-s3", "model": "google-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Lifted (An Upwork Company)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Teams who actively source freelancers from the Upwork marketplace but want an official, white-labeled internal system"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|minimax-small|Worksuite", "prompt": "c196-s3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for**: Small teams with recurring contingent hiring needs ... **Rating**: 9.0/10 for SMB"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|minimax-small|WorkMarket (by ADP)", "prompt": "c196-s3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket (by ADP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: End-to-end independent contractor management"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|minimax-small|Deel", "prompt": "c196-s3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Difference**: More comprehensive global employment platform, may be more than smaller teams need"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|minimax-small|Remote", "prompt": "c196-s3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Global contractor management with localized contracts"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|minimax-small|TalentDesk", "prompt": "c196-s3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Simple contractor payments**: TalentDesk"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|minimax-small|VectorVMS", "prompt": "c196-s3", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Budget-conscious**: Worksuite or VectorVMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|mistral-small|TalentDesk", "prompt": "c196-s3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **TalentDesk, Deel, Remote, or Worksome** are the top choices"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|mistral-small|Worksuite", "prompt": "c196-s3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Established freelancer programs."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|mistral-small|Worksome", "prompt": "c196-s3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Compliance-led contractor management."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|mistral-small|Deel", "prompt": "c196-s3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Global employment and contractor management."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|mistral-small|Remote", "prompt": "c196-s3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Global teams needing streamlined contractor and EOR services."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|mistral-small|Recruit CRM", "prompt": "c196-s3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Recruit CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Recruit CRM** is worth considering."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|mistral-small|Papaya Global", "prompt": "c196-s3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Core strength: Global payroll and compliance, strong reporting."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|mistral-small|VectorVMS", "prompt": "c196-s3", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: SMBs needing a configurable VMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|moonshot-small|Upwork", "prompt": "c196-s3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Fiverr** for quick tasks and **Upwork** for longer-term relationships."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|moonshot-small|Fiverr", "prompt": "c196-s3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Fiverr** for quick tasks and **Upwork** for longer-term relationships."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|moonshot-small|Toptal", "prompt": "c196-s3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Senior-level specialists (top 3%) | Rigorous vetting; concierge-style matching | Premium rates (20-40%)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|moonshot-small|Contra", "prompt": "c196-s3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Contra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Commission-free hiring | 0% commission; newer platform"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|moonshot-small|Deel", "prompt": "c196-s3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Global:** **Remote** (best value) or **Deel** (most comprehensive protection)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|moonshot-small|Wingspan", "prompt": "c196-s3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**US-only:** **Gusto** (simplest) or **Wingspan** (if contractors are core to your business)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|moonshot-small|Remote", "prompt": "c196-s3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Global:** **Remote** (best value)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|moonshot-small|Gusto", "prompt": "c196-s3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**US-only:** **Gusto** (simplest)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|moonshot-small|Worksuite", "prompt": "c196-s3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Global freelancer programs | Dedicated freelancer lifecycle management"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|moonshot-small|SAP Fieldglass", "prompt": "c196-s3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Enterprise programs | Heavy-duty VMS for large-scale operations"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|moonshot-small|Zelos", "prompt": "c196-s3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Zelos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Very small operations | Free plans available (up to 10-25 users)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|moonshot-small|Connecteam", "prompt": "c196-s3", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Connecteam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Very small operations | Free plans available (up to 10-25 users)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|openai-small|Worksuite", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Simplest for a small team:** **Worksuite** or **SimpleVMS**."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|openai-small|SimpleVMS", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Simplest for a small team:** **Worksuite** or **SimpleVMS**."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|openai-small|StaffingNation", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "StaffingNation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if compliance and approvals matter a lot:** **StaffingNation** or **CE VMS**."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|openai-small|CE VMS", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "CE VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if compliance and approvals matter a lot:** **StaffingNation** or **CE VMS**."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|openai-small|SAP Fieldglass", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "powerful but typically more complex than small-team tools"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|openai-small|YunoJuno", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "YunoJuno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best if you also need talent sourcing:** **YunoJuno**."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|openai-small|Magnit", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "generally more enterprise-oriented VMS options"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|openai-small|Beeline", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "generally more enterprise-oriented VMS options"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|openai-small|IQN", "prompt": "c196-s3", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "IQN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "generally more enterprise-oriented VMS options"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|xai-small|Upwork", "prompt": "c196-s3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Upwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Upwork wins for volume/flexibility"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|xai-small|Fiverr", "prompt": "c196-s3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Fiverr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fiverr for speed/low-commitment"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|xai-small|Toptal", "prompt": "c196-s3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Toptal for quality... Expensive for budget-conscious teams"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|xai-small|TalentDesk", "prompt": "c196-s3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one for compliance & payments; good for growing programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|xai-small|Worksuite", "prompt": "c196-s3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMB-friendly (quotes ~$5k+/yr for basics) | Streamlines admin"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|xai-small|Deel", "prompt": "c196-s3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Handles international hires/taxes easily"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|xai-small|WorkMarket", "prompt": "c196-s3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "WorkMarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "management tools like TalentDesk, Worksuite, Deel, and WorkMarket"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|xai-small|SAP Fieldglass", "prompt": "c196-s3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enterprise options like SAP Fieldglass or Beeline are generally overkill for small teams, with high costs and complexity."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|xai-small|Beeline", "prompt": "c196-s3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "generally overkill for small teams, with high costs and complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|xai-small|Remote", "prompt": "c196-s3", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Deel** (or Remote) | Global contractors with compliance/payroll"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|zai-small|Deel Contractor Management", "prompt": "c196-s3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Deel Contractor Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel Contractor Management** and **Remote** are the best all‑around choices if your priority is global compliance and payroll in a single platform."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|zai-small|Worksome", "prompt": "c196-s3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Worksome** and **Worksuite** shine when you need a dedicated freelancer/contractor lifecycle with strong compliance and invoicing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|zai-small|Worksuite", "prompt": "c196-s3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Worksuite** adds a private talent pool"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|zai-small|TalentDesk", "prompt": "c196-s3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TalentDesk** is the simplest, most cost‑effective option if you just need a freelancer/contractor hub without payroll."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|zai-small|HireArt", "prompt": "c196-s3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "HireArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HireArt** is ideal when you also need EOR services for payroll in multiple countries."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|zai-small|Remote", "prompt": "c196-s3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "best all‑around choices if your priority is global compliance and payroll in a single platform"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|zai-small|Coupa Contingent Workforce", "prompt": "c196-s3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Coupa Contingent Workforce** (if you're a Coupa customer)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|zai-small|SAP Fieldglass", "prompt": "c196-s3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These are enterprise VMS/MSP platforms with advanced analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|zai-small|Beeline", "prompt": "c196-s3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**SAP Fieldglass, Beeline, Magnit, PRO Unlimited**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|zai-small|Magnit", "prompt": "c196-s3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "Magnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**SAP Fieldglass, Beeline, Magnit, PRO Unlimited**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s3|zai-small|PRO Unlimited", "prompt": "c196-s3", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "comparative", "raw": "PRO Unlimited", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**SAP Fieldglass, Beeline, Magnit, PRO Unlimited**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|alibaba-small|Beeline", "prompt": "c196-s4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Beeline (for Freelancers)** *(Best Dedicated Platform)* ... Beeline specializes exclusively in freelance/contingent worker management"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|alibaba-small|FieldNation", "prompt": "c196-s4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "FieldNation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "traditional enterprise Vendor Management Systems (VMS) like Beeline, FieldNation, or Kenari will likely be overkill—both in price and complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|alibaba-small|Kenari", "prompt": "c196-s4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Kenari", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like Beeline, FieldNation, or Kenari will likely be overkill—both in price and complexity"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|alibaba-small|Zoho People / Zoho Creator", "prompt": "c196-s4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Zoho People / Zoho Creator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Zoho People / Zoho Creator** *(Best Overall Value)*"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|alibaba-small|Stackpack", "prompt": "c196-s4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Stackpack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Stackpack** *(Best for Contract & Spend Visibility)*"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|alibaba-small|Airtable", "prompt": "c196-s4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Airtable / Smartsheet** | Free–$10/user/month | Building simple databases to track contractors"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|alibaba-small|Smartsheet", "prompt": "c196-s4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Smartsheet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Airtable** or **Smartsheet** with a free/low-cost template"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|alibaba-small|Ramp", "prompt": "c196-s4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Stackpack** or **Ramp**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|alibaba-small|QuickBooks Online", "prompt": "c196-s4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Handles payments, invoicing, and basic vendor records if accounting is already part of your workflow."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|alibaba-small|Google Workspace + Sheets", "prompt": "c196-s4", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Google Workspace + Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "A well-built tracker ... can work surprisingly well for under 20 contingent workers."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|anthropic-small|Worksuite (formerly Shortlist)", "prompt": "c196-s4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Worksuite (formerly Shortlist)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Worksuite is designed to help companies find and manage their complete external workforce ... This is a good fit for small companies with simpler needs."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|anthropic-small|Upwork Enterprise", "prompt": "c196-s4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Upwork Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Upwork Enterprise is a VMS solution that integrates with project management tools ... particularly beneficial for businesses that work with freelancers and contractors"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|anthropic-small|Conexis VMS (SimpleVMS)", "prompt": "c196-s4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Conexis VMS (SimpleVMS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SimpleVMS appears in comparisons as a mid-market option that may be more affordable than enterprise solutions"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|anthropic-small|SAP Fieldglass", "prompt": "c196-s4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more affordable than enterprise solutions like SAP Fieldglass or Beeline"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|anthropic-small|Beeline", "prompt": "c196-s4", "model": "anthropic-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more affordable than enterprise solutions like SAP Fieldglass or Beeline"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|challenger-small|SimpleVMS", "prompt": "c196-s4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **SimpleVMS** or **Conexis**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|challenger-small|Conexis", "prompt": "c196-s4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Conexis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best small-business-specific option:** **Conexis** — described as \"excellent for small businesses,\""}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|challenger-small|SAP Fieldglass", "prompt": "c196-s4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "positioned as an **enterprise-scale** product with **custom pricing**, which makes it a less obvious choice for a small company"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|challenger-small|Beeline", "prompt": "c196-s4", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strong overall, but typically a heavier and likely more expensive option than SMB-focused tools"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|deepseek-small|Beeline", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "rather than an enterprise platform like Beeline, SAP Fieldglass, or Magnit (which are quote-only, enterprise-grade, expensive...)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|deepseek-small|SAP Fieldglass", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise platform like Beeline, SAP Fieldglass, or Magnit (which are quote-only, enterprise-grade, expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|deepseek-small|Magnit", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Magnit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise platform like Beeline, SAP Fieldglass, or Magnit (which are quote-only, enterprise-grade, expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|deepseek-small|BountyJobs", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "BountyJobs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**1. BountyJobs** — Probably your best overall match"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|deepseek-small|VectorVMS", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**VectorVMS/Conexis** if you need full contingent-worker lifecycle tracking"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|deepseek-small|Conexis VMS", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Explicitly marketed as \"flexible, user-friendly, and **affordable**\""}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|deepseek-small|Connecteam", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more of a deskless workforce management tool than a true contingent-staffing VMS — fine only if your needs are simple"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|deepseek-small|SimpleVMS", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SimpleVMS is praised for consistent approvals and lifecycle tracking on a budget"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|deepseek-small|QuickBooks Online", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "if your main pain point is vendor payments and spend tracking rather than staffing workflows"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|deepseek-small|Ramp", "prompt": "c196-s4", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Ramp (~$15/user/month)** if your main pain point is vendor payments and spend tracking"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|google-small|SAP Fieldglass", "prompt": "c196-s4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-level VMS platforms like SAP Fieldglass or Beeline are priced out of range for small businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|google-small|Beeline", "prompt": "c196-s4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-level VMS platforms like SAP Fieldglass or Beeline are priced out of range for small businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|google-small|SimpleVMS", "prompt": "c196-s4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you are managing staffing/temp agencies and want to spend $0: Choose SimpleVMS and utilize their vendor-funded model."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|google-small|Conexis VMS", "prompt": "c196-s4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Conexis offers no-cost setup and implementation, free API access, and standard customization."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|google-small|Lano", "prompt": "c196-s4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Lano", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you have 5–20 active global freelancers and want the cheapest option: Choose Lano ($21/contractor/month)."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|google-small|Deel", "prompt": "c196-s4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want a premium, highly-compliant HR + contractor platform: Choose Deel"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|google-small|Worksuite", "prompt": "c196-s4", "model": "google-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Worksuite offers consumption-based pricing. You pay in proportion to actual payment volume and platform activity."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|meta-small|SAP Fieldglass", "prompt": "c196-s4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. SAP Fieldglass: A contingent workforce management system that covers contractors, staffing agencies, statements of work, and timesheets."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|meta-small|Beeline", "prompt": "c196-s4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Beeline: A dedicated Vendor Management System (VMS) designed to handle the complexities of sourcing, managing, and paying non-permanent labor"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|meta-small|TalentDesk.io", "prompt": "c196-s4", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "TalentDesk.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. TalentDesk.io: A platform that manages and pays a blended vendor and freelancer workforce."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|minimax-small|Transformify", "prompt": "c196-s4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Transformify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Transformify** appears to be the most cost-effective solution specifically designed for managing contingent workers"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|minimax-small|SimpleVMS", "prompt": "c196-s4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Specifically designed for smaller programs with straightforward pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|minimax-small|Connecteam", "prompt": "c196-s4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Limitations**: Not ideal for office-based vendor management"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|minimax-small|Precoro", "prompt": "c196-s4", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "One of the most affordable options for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|mistral-small|VectorVMS", "prompt": "c196-s4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**VectorVMS** and **Field Nation** are the most recommended for their affordability and focus on SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|mistral-small|SAP Fieldglass", "prompt": "c196-s4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "more accessible and affordable for smaller teams compared to enterprise solutions like SAP Fieldglass or Beeline"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|mistral-small|Beeline", "prompt": "c196-s4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compared to enterprise solutions like SAP Fieldglass or Beeline"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|mistral-small|Field Nation", "prompt": "c196-s4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Field Nation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**VectorVMS** and **Field Nation** are the most recommended for their affordability and focus on SMBs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|mistral-small|Precoro", "prompt": "c196-s4", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need the absolute lowest cost, look into **Precoro**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|moonshot-small|SimpleVMS", "prompt": "c196-s4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: SimpleVMS**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|moonshot-small|Worksuite", "prompt": "c196-s4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner-Up: Worksuite**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|moonshot-small|SAP Fieldglass", "prompt": "c196-s4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to Avoid ... **SAP Fieldglass** | Enterprise-grade, custom pricing typically $50,000+/year"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|moonshot-small|Beeline", "prompt": "c196-s4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Beeline** | Quote-only pricing, designed for large global programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|moonshot-small|Workday VNDLY", "prompt": "c196-s4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Workday VNDLY** | Best for existing Workday customers; mid-market pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|moonshot-small|SimplifyVMS", "prompt": "c196-s4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimplifyVMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**SimplifyVMS** | AI-first platform designed for Fortune 500 programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|moonshot-small|Deel", "prompt": "c196-s4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deel or Pilot for international contractor payments (~$49/month)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|moonshot-small|Pilot", "prompt": "c196-s4", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Pilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Deel or Pilot for international contractor payments"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|openai-small|SAP Fieldglass", "prompt": "c196-s4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "I'd usually **avoid enterprise-grade VMS platforms** like SAP Fieldglass unless you truly need heavy compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|openai-small|SimpleVMS", "prompt": "c196-s4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My short recommendation: SimpleVMS** is the best starting point"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|openai-small|Vendorapp", "prompt": "c196-s4", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Vendorapp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I'd look at **Vendorapp** as a lower-cost alternative because it has a **free plan**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|xai-small|SimpleVMS", "prompt": "c196-s4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SimpleVMS stands out as the best vendor management system (VMS) for contingent workers ... for a small company on a tight budget.**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|xai-small|VectorVMS", "prompt": "c196-s4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Affordable subscription (SMB-focused, configurable) | Custom workflows, onboarding | Likely some ongoing cost"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|xai-small|Field Nation", "prompt": "c196-s4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Field Nation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Low-cost, marketplace-style | Quick on-site contractors | More niche for field services, less full VMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|xai-small|TalentDesk", "prompt": "c196-s4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "TalentDesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Paid (starts low but scales) | Large freelancer pools | Not free; better for volume"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|xai-small|Beeline", "prompt": "c196-s4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise ones (e.g., Beeline, SAP Fieldglass) | Quote-only, high | Big programs | Overkill/too expensive for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|xai-small|SAP Fieldglass", "prompt": "c196-s4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise ones (e.g., Beeline, SAP Fieldglass) | Quote-only, high | Big programs | Overkill/too expensive for small teams"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|xai-small|QuickBooks", "prompt": "c196-s4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "free tools like QuickBooks or open-source ERP (e.g., Dolibarr) could supplement"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|xai-small|Dolibarr", "prompt": "c196-s4", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Dolibarr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "open-source ERP (e.g., Dolibarr) could supplement, but SimpleVMS is purpose-built"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|zai-small|oboloo", "prompt": "c196-s4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "oboloo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "oboloo — Best Overall for Tight Budgets"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|zai-small|Zoho People", "prompt": "c196-s4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho People — Most Affordable"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|zai-small|Gusto", "prompt": "c196-s4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto — Best for US-Based Contractors"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|zai-small|Connecteam", "prompt": "c196-s4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Connecteam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Connecteam — Best Mobile-First Option"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|zai-small|TalentDesk", "prompt": "c196-s4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "TalentDesk or Zoho People offer the best balance of features and cost"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|zai-small|SAP Fieldglass", "prompt": "c196-s4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid: SAP Fieldglass, Beeline, Workday VNDLY"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|zai-small|Beeline", "prompt": "c196-s4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid: SAP Fieldglass, Beeline, Workday VNDLY"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s4|zai-small|Workday VNDLY", "prompt": "c196-s4", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "budget", "raw": "Workday VNDLY", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "overkill for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|alibaba-small|Verifint", "prompt": "c196-s5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Verifint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Systems like **Verifint, Beeline, or Gerson Lehrman** are powerful but overkill for 30 employees."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|alibaba-small|Beeline", "prompt": "c196-s5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "powerful but overkill for 30 employees. They often require dedicated administrators"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|alibaba-small|Gerson Lehrman", "prompt": "c196-s5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Gerson Lehrman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Systems like **Verifint, Beeline, or Gerson Lehrman** are powerful but overkill for 30 employees."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|alibaba-small|Deel", "prompt": "c196-s5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Tools like **Deel, Remote, or Deel** (now Remote) handle the legal entity, payments, and contractors in one place."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|alibaba-small|Remote", "prompt": "c196-s5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Tools like **Deel, Remote, or Deel** (now Remote) handle the legal entity, payments, and contractors in one place."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|alibaba-small|Workforce.com", "prompt": "c196-s5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Workforce.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Platforms designed for agile businesses like **Workforce.com, Staffhub, or Xena**."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|alibaba-small|Staffhub", "prompt": "c196-s5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Staffhub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Platforms designed for agile businesses like **Workforce.com, Staffhub, or Xena**."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|alibaba-small|Xena", "prompt": "c196-s5", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Xena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Platforms designed for agile businesses like **Workforce.com, Staffhub, or Xena**."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|deepseek-small|VectorVMS", "prompt": "c196-s5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VectorVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "shortlist lightweight, mid-market tools (e.g., VectorVMS, Zapro, Precoro, Procurify, or a modern all-in-one)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|deepseek-small|Zapro", "prompt": "c196-s5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Zapro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "shortlist lightweight, mid-market tools (e.g., VectorVMS, Zapro, Precoro, Procurify..."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|deepseek-small|Precoro", "prompt": "c196-s5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "shortlist lightweight, mid-market tools (e.g., VectorVMS, Zapro, Precoro, Procurify..."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|deepseek-small|Procurify", "prompt": "c196-s5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "shortlist lightweight, mid-market tools (e.g., VectorVMS, Zapro, Precoro, Procurify..."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|deepseek-small|Coupa", "prompt": "c196-s5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "rather than enterprise suites (Coupa, Beeline, SAP Fieldglass) that are designed for far larger contingent programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|deepseek-small|Beeline", "prompt": "c196-s5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "rather than enterprise suites (Coupa, Beeline, SAP Fieldglass) that are designed for far larger contingent programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|deepseek-small|SAP Fieldglass", "prompt": "c196-s5", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "rather than enterprise suites (Coupa, Beeline, SAP Fieldglass) that are designed for far larger contingent programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|google-small|SAP Fieldglass", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional enterprise VMS platforms (like SAP Fieldglass, Beeline, or Workday VNDLY) ... For your size, an enterprise VMS is overkill"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|google-small|Beeline", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "an enterprise VMS is overkill—it will be too expensive, take months to implement"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|google-small|Workday VNDLY", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Workday VNDLY", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "an enterprise VMS is overkill—it will be too expensive, take months to implement"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|google-small|Deel", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Widely considered the market leader for global contractor management and Employer of Record (EOR) services."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|google-small|Rippling", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent if you want an all-in-one IT, HR, and payroll system."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|google-small|Remote", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highly user-friendly platforms focused heavily on international compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|google-small|Oyster", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Highly user-friendly platforms focused heavily on international compliance"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|google-small|Worksuite", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Excellent for managing a roster of freelancers, organizing talent pools by skill set"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|google-small|Bubty", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Bubty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Great for building an internal, private talent pool of vetted contractors"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|google-small|Fiverr Enterprise (formerly Stoke Talent)", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Fiverr Enterprise (formerly Stoke Talent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Designed to give companies control over budgets, legal compliance, and onboarding for external talent pools."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|google-small|Gusto", "prompt": "c196-s5", "model": "google-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "robust, simple, and very low-cost contractor onboarding and payment features built right in"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|meta-small|SAP Fieldglass", "prompt": "c196-s5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular VMS options for contingent workforce management include: 1. SAP Fieldglass"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|meta-small|Beeline", "prompt": "c196-s5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular VMS options for contingent workforce management include: ... 2. Beeline"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|meta-small|SimplifyVMS", "prompt": "c196-s5", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimplifyVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular VMS options for contingent workforce management include: ... 3. SimplifyVMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|minimax-small|SimpleVMS", "prompt": "c196-s5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SimpleVMS** – Transparent pricing, designed for small-to-mid-market programs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|minimax-small|VectorVMS", "prompt": "c196-s5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VectorVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**VectorVMS** – Flexible, known for good customer support"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|minimax-small|Shortlist", "prompt": "c196-s5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Shortlist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "look for transparent/subscription models suitable for mid-market or smaller programs (e.g., SimpleVMS, VectorVMS, Shortlist)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|minimax-small|Beeline", "prompt": "c196-s5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Beeline** – Strong analytics, though more enterprise-focused"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|minimax-small|Workday VNDLY", "prompt": "c196-s5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Workday VNDLY** – If you already use Workday"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|minimax-small|SAP Fieldglass", "prompt": "c196-s5", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-heavy platforms like SAP Fieldglass unless you expect rapid growth"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|mistral-small|Beeline", "prompt": "c196-s5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with 3–5 VMS providers (e.g., Beeline, Coupa, ProUnlimited, SAP Fieldglass, Upwork Enterprise, or specialized tools like Conexis VMS)."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|mistral-small|Coupa", "prompt": "c196-s5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Beeline, Coupa, ProUnlimited, SAP Fieldglass, Upwork Enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|mistral-small|ProUnlimited", "prompt": "c196-s5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "ProUnlimited", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Beeline, Coupa, ProUnlimited, SAP Fieldglass, Upwork Enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|mistral-small|SAP Fieldglass", "prompt": "c196-s5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Beeline, Coupa, ProUnlimited, SAP Fieldglass, Upwork Enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|mistral-small|Upwork Enterprise", "prompt": "c196-s5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Beeline, Coupa, ProUnlimited, SAP Fieldglass, Upwork Enterprise"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|mistral-small|Conexis VMS", "prompt": "c196-s5", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Conexis VMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or specialized tools like Conexis VMS"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|moonshot-small|SAP Fieldglass", "prompt": "c196-s5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise solutions like SAP Fieldglass and Beeline are built for Fortune 500 complexity and pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|moonshot-small|Beeline", "prompt": "c196-s5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise solutions like SAP Fieldglass and Beeline are built for Fortune 500 complexity and pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|moonshot-small|SimpleVMS", "prompt": "c196-s5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Built specifically for small-to-mid-market programs; transparent subscription pricing, fast setup."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|moonshot-small|VectorVMS", "prompt": "c196-s5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VectorVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flexible deployment models; good compliance controls without enterprise bloat."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|moonshot-small|Conexis VMS", "prompt": "c196-s5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Conexis VMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong req-to-check automation with configurable approval routing suited to smaller teams."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|moonshot-small|Magnit", "prompt": "c196-s5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Magnit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Only if you need integrated direct sourcing + SOW management and expect to scale quickly."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|moonshot-small|SimplifyVMS", "prompt": "c196-s5", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimplifyVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Only if you need integrated direct sourcing + SOW management and expect to scale quickly."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|xai-small|Beeline", "prompt": "c196-s5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Beeline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular SMB-friendly options: Beeline, Fieldglass (SAP), Harver, or simpler ones like Rippling, Upwork Enterprise, or Contractbook."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|xai-small|Fieldglass (SAP)", "prompt": "c196-s5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Fieldglass (SAP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular SMB-friendly options: Beeline, Fieldglass (SAP), Harver"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|xai-small|Harver", "prompt": "c196-s5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Harver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular SMB-friendly options: Beeline, Fieldglass (SAP), Harver"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|xai-small|Rippling", "prompt": "c196-s5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For your size, prioritize tools like Rippling or VectorVMS that emphasize SMB scalability over heavy enterprise features."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|xai-small|Upwork Enterprise", "prompt": "c196-s5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "simpler ones like Rippling, Upwork Enterprise, or Contractbook"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|xai-small|Contractbook", "prompt": "c196-s5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Contractbook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "simpler ones like Rippling, Upwork Enterprise, or Contractbook"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|xai-small|VectorVMS", "prompt": "c196-s5", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VectorVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "prioritize tools like Rippling or VectorVMS that emphasize SMB scalability"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|zai-small|Zycus", "prompt": "c196-s5", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Sources:** Zycus, Rippling, MyHospitalNow, Conexis VMS, and procurement-focused VMS vendors all list these as core functions."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|zai-small|Rippling", "prompt": "c196-s5", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some VMS providers specialize in small/mid\\u2011market needs (e.g., SimpleVMS, Rippling, certain mid\\u2011market VMSs)."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|zai-small|MyHospitalNow", "prompt": "c196-s5", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "MyHospitalNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Sources:** MyHospitalNow, Zycus, and Conexis VMS feature lists emphasize reporting and analytics"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|zai-small|Conexis VMS", "prompt": "c196-s5", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "Conexis VMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Conexis VMS risk management guide, workforce compliance articles"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|zai-small|VectorVMS", "prompt": "c196-s5", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "VectorVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ATS/HRIS integration guides, Conexis VMS, and VectorVMS case studies."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s5|zai-small|SimpleVMS", "prompt": "c196-s5", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "scale", "raw": "SimpleVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some VMS providers specialize in small/mid\\u2011market needs (e.g., SimpleVMS, Rippling, certain mid\\u2011market VMSs)."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|alibaba-small|SAP Fieldglass", "prompt": "c196-s6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "requires significant budget, dedicated procurement teams, and months of implementation. It is widely considered \"overkill\" for SMBs."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|alibaba-small|Workday VNDLY", "prompt": "c196-s6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Workday VNDLY", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Best suited for companies already deeply invested in the full Workday ecosystem... the integration complexity can be a major hurdle."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|alibaba-small|Beeline", "prompt": "c196-s6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "pricing models often involve six-figure annual contracts and minimum spending thresholds that would crush a small business"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|alibaba-small|Magnit", "prompt": "c196-s6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Magnit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "premium, AI-driven platforms primarily targeting global enterprises... would crush a small business"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|alibaba-small|Coupa", "prompt": "c196-s6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their \"contingent work\" modules can be cumbersome"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|alibaba-small|SAP Ariba", "prompt": "c196-s6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "their \"contingent work\" modules can be cumbersome"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|alibaba-small|Jaggaer", "prompt": "c196-s6", "model": "alibaba-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "it has a steep learning curve and high licensing costs that make it inefficient for small operational needs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|challenger-small|SAP Fieldglass", "prompt": "c196-s6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "are often overkill for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|challenger-small|Beeline", "prompt": "c196-s6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Best for **global enterprise programs**; also not marked as mid-market ready."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|challenger-small|Magnit", "prompt": "c196-s6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Magnit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "too complex for SMB needs"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|challenger-small|SimplifyVMS", "prompt": "c196-s6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SimplifyVMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Best for **large-scale and Fortune 500 programs**, so it is usually more than a small business needs."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|challenger-small|Workday HCM contingent workforce", "prompt": "c196-s6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Workday HCM contingent workforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can also be heavier than most SMBs need"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|challenger-small|SimpleVMS", "prompt": "c196-s6", "model": "challenger-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "small to mid-market** oriented and subscription-priced, which makes it a more plausible fit"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|deepseek-small|Freelancer.com", "prompt": "c196-s6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Freelancer.com — Highest Caution ... Be most cautious with **Freelancer.com** (scam and support issues)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|deepseek-small|Field Nation", "prompt": "c196-s6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Field Nation", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "and **Field Nation** (high opaque fees and weak support)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|deepseek-small|WorkMarket (ADP)", "prompt": "c196-s6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "WorkMarket (ADP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "WorkMarket (ADP) — Moderate Caution"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|deepseek-small|Upwork", "prompt": "c196-s6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Upwork — Fee Confusion (Use with Eyes Open) Not \"avoid,\" but be aware"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|deepseek-small|Fiverr", "prompt": "c196-s6", "model": "deepseek-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Fiverr — Fee & Quality Caveats ... poor fit for complex or ongoing work"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|google-small|SAP Fieldglass", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Examples to Avoid:** *SAP Fieldglass, Beeline, VNDLY (by Workday), Coupa Contingent Workforce*"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|google-small|Beeline", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Examples to Avoid:** *SAP Fieldglass, Beeline, VNDLY (by Workday), Coupa Contingent Workforce*"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|google-small|VNDLY (by Workday)", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "VNDLY (by Workday)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Examples to Avoid:** *SAP Fieldglass, Beeline, VNDLY (by Workday), Coupa Contingent Workforce*"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|google-small|Coupa Contingent Workforce", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Examples to Avoid:** *SAP Fieldglass, Beeline, VNDLY (by Workday), Coupa Contingent Workforce*"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|google-small|Worksuite", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "use lightweight, modern contractor management tools built for SMBs, such as **Worksuite, Gusto, or Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|google-small|Gusto", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "such as **Worksuite, Gusto, or Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|google-small|Rippling", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "such as **Worksuite, Gusto, or Rippling**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|google-small|Freelancer.com", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "widely criticized by small businesses for aggressive upselling and charging fees even on inactive accounts"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|google-small|Upwork", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Examples to approach with caution:** *Freelancer.com, Upwork, Fiverr*"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|google-small|Fiverr", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Examples to approach with caution:** *Freelancer.com, Upwork, Fiverr*"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|google-small|Contra", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Contra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Look for commission-free or flat-fee freelance platforms (like **Contra** or **LinkedIn ProFinder**)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|google-small|LinkedIn ProFinder", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "LinkedIn ProFinder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "commission-free or flat-fee freelance platforms (like **Contra** or **LinkedIn ProFinder**)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|google-small|Toptal", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "use highly vetted, niche platforms (like **Toptal** for developers"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|google-small|MarketerHire", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "MarketerHire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**MarketerHire** for marketing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|google-small|Deel", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "**Examples to approach with caution:** *Deel, Remote, Oyster*"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|google-small|Remote", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "**Examples to approach with caution:** *Deel, Remote, Oyster*"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|google-small|Oyster", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Oyster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "**Examples to approach with caution:** *Deel, Remote, Oyster*"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|google-small|RemoFirst", "prompt": "c196-s6", "model": "google-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "RemoFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "use leaner, more transparent platforms like **RemoFirst** (which has much lower flat fees)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|meta-small|Papaya Global", "prompt": "c196-s6", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some contingent workforce platforms that small businesses should be cautious about or avoid include: * Papaya Global (best suited for larger global teams)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|meta-small|WorkMarket", "prompt": "c196-s6", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "WorkMarket", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "should be cautious about or avoid include: ... WorkMarket (not clear if suitable for small businesses)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|meta-small|Shiftboard", "prompt": "c196-s6", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Shiftboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Some platforms that may be suitable for small businesses include: * Shiftboard"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|meta-small|Wonolo", "prompt": "c196-s6", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Wonolo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Some platforms that may be suitable for small businesses include: ... * Wonolo"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|meta-small|GigSmart", "prompt": "c196-s6", "model": "meta-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "GigSmart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Some platforms that may be suitable for small businesses include: ... * GigSmart"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|minimax-small|SAP Fieldglass", "prompt": "c196-s6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Complex setup and implementation** - SAP Fieldglass, for example, requires significant time and resources"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|minimax-small|Freelancer.com", "prompt": "c196-s6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users report complex fee structures, unexpected charges, and difficulty canceling memberships"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|minimax-small|TaskRabbit", "prompt": "c196-s6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "TaskRabbit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Currently facing a lawsuit regarding hidden \"junk fees\" at checkout"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|minimax-small|Fiverr", "prompt": "c196-s6", "model": "minimax-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Has been criticized for \"drip pricing\" practices (initial lower prices plus hidden fees at checkout)"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|mistral-small|Papaya Global", "prompt": "c196-s6", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some platforms, like Papaya Global, are explicitly noted as best suited for larger global teams. These may be overly complex, expensive"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|mistral-small|Wonolo", "prompt": "c196-s6", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Wonolo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some platforms, like Wonolo and GigSmart, are designed for on-demand, gig-style labor... they may not be ideal"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|mistral-small|GigSmart", "prompt": "c196-s6", "model": "mistral-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "GigSmart", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some platforms, like Wonolo and GigSmart, are designed for on-demand, gig-style labor... they may not be ideal"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|moonshot-small|Upwork", "prompt": "c196-s6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While popular, these platforms present consistent problems for small businesses... Upwork's \"Connects\" fees and service charges add up quickly"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|moonshot-small|Fiverr", "prompt": "c196-s6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These platforms *can* work if you meticulously vet freelancers ... but many small business owners report they've stopped using them entirely due to poor outcomes."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|moonshot-small|Grubhub", "prompt": "c196-s6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Grubhub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The FTC took action against Grubhub in 2024 for practices that specifically harmed small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|moonshot-small|Amazon Flex / Amazon Delivery Service Partners", "prompt": "c196-s6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Amazon Flex / Amazon Delivery Service Partners", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "The gig model here has raised concerns about: Cost-shifting to small businesses and workers, Exploiting regulatory gaps and liability shields"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|moonshot-small|Handy", "prompt": "c196-s6", "model": "moonshot-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Handy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "\"Uber for X\" Home Service Platforms (e.g., Handy and similar) - High risk of **worker misclassification**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|openai-small|Fieldglass", "prompt": "c196-s6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples in this category include platforms like **Fieldglass, Beeline, Workday VMS**... For a small business, that usually means paying for features you won't use."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|openai-small|Beeline", "prompt": "c196-s6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples in this category include platforms like **Fieldglass, Beeline, Workday VMS**... For a small business, that usually means paying for features you won't use."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|openai-small|Workday VMS", "prompt": "c196-s6", "model": "openai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Workday VMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples in this category include platforms like **Fieldglass, Beeline, Workday VMS**... For a small business, that usually means paying for features you won't use."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|xai-small|Beeline", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Strongly Avoid** for Most Small Businesses:\n- **Enterprise VMS like Beeline, SAP Fieldglass, and Coupa Contingent Workforce**"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|xai-small|SAP Fieldglass", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise VMS like Beeline, SAP Fieldglass, and Coupa Contingent Workforce"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|xai-small|Coupa Contingent Workforce", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Coupa Contingent Workforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise VMS like Beeline, SAP Fieldglass, and Coupa Contingent Workforce"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|xai-small|CXC Global", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "CXC Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "No self-serve platform; everything routes through slow account managers"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|xai-small|WorkMarket", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "WorkMarket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Mixed reviews: Solid G2/Capterra scores (4.2/5) but dismal Trustpilot (2.0/5)."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|xai-small|Worksome", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "overly robust (and pricey) for micro-businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|xai-small|Worksuite", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Dated interface, occasional functionality glitches, and spotty support"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|xai-small|Upwork", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "High fees (10-20% sliding scale + processing), proposal overload"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|xai-small|Fiverr", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Limited to micro-gigs/low-complexity ($5-500); poor for custom/ongoing projects; 20% fees erode budgets."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|xai-small|Toptal", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Premium pricing ($60-200+/hr + deposits); top 3% talent but mismatched profiles and enterprise focus."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|xai-small|SimpleVMS", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SimpleVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Prioritize SMB-friendly alternatives**: Look at SimpleVMS, VectorVMS, or TalentDesk for transparent pricing"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|xai-small|VectorVMS", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "VectorVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Look at SimpleVMS, VectorVMS, or TalentDesk for transparent pricing, self-service, and lightweight compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|xai-small|TalentDesk", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "TalentDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Look at SimpleVMS, VectorVMS, or TalentDesk for transparent pricing, self-service, and lightweight compliance."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|xai-small|Freelancer.com", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Freelancer.com or Guru for budget bidding without heavy fees."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|xai-small|Guru", "prompt": "c196-s6", "model": "xai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Guru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Freelancer.com or Guru for budget bidding without heavy fees."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|zai-small|SAP Fieldglass", "prompt": "c196-s6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or use cautiously: SAP Fieldglass... Not suitable for small businesses with simple contractor needs."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|zai-small|Beeline (Workforce Solutions)", "prompt": "c196-s6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Beeline (Workforce Solutions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Complex pricing and features make it impractical for small teams."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|zai-small|VectorVMS", "prompt": "c196-s6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "VectorVMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "recommended only for organizations with 50+ contingent workers. Not ideal for very small businesses."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|zai-small|TCWGlobal", "prompt": "c196-s6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "TCWGlobal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Its bespoke, quote-based service model is unsuitable for micro-businesses or startups"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|zai-small|Papaya Global (Contingent OS)", "prompt": "c196-s6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Papaya Global (Contingent OS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "can be complex and difficult to set up for small businesses"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|zai-small|Deel", "prompt": "c196-s6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "reviews note a steep learning curve, difficult setup processes, and limited customization"}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|zai-small|Worksome", "prompt": "c196-s6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Worksome", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "For very small businesses needing only simple payout tools, the compliance overhead is unnecessary."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|zai-small|Upwork", "prompt": "c196-s6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be cautious with: Upwork and similar platforms \\u2013 while widely used, they have significant complaints about fraud, payment disputes, and support."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|zai-small|Gigwalk", "prompt": "c196-s6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "Gigwalk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Gig platforms (e.g., Gigwalk, TaskRabbit, etc.): ... High fees relative to project value."}, {"id": "mai-20260918-0021-calibration_b-2|c196-s6|zai-small|TaskRabbit", "prompt": "c196-s6", "model": "zai-small", "cat": "contingent-workforce-management", "variant": "negative", "raw": "TaskRabbit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Gig platforms (e.g., Gigwalk, TaskRabbit, etc.): ... Limited control over worker quality."}]