# LinkedIn: how AI models rank it, September 2026

HR AI Recommendation Index, September 2026 Edition. Named in 28 judge labels across 5 categories by 11 of 12 models. Page: https://hr-ai-index.com/vendors/linkedin/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Recruiting CRM and sourcing | 5% | 8 | 40% | 5 |
| Job advertising and distribution | 3% | 10 | 32% | 19 |
| Internal talent marketplace | 0% | 32 | 0% | 2 |
| Compensation benchmarking data | 0% | 137 | 100% | 1 |
| Talent intelligence | 0% | 53 | 0% | 1 |

## What the models said for it

- "While LinkedIn offers premium features, the free version still allows you to search for candidates and post jobs. The paid "Recruiter Lite" plan is more affordable" (Claude Haiku 4.5, Recruiting CRM)
- "Stick to well-established, reputable job boards with strong verification systems, such as LinkedIn, Indeed, Monster, Glassdoor, and CareerBuilder." (Mistral Small, Job advertising)
- "LinkedIn (free basic version) is often the best starting point for candidate sourcing on a limited budget." (Grok 4.1 Fast, Recruiting CRM)
- "Stick to well-known boards with strong verification (LinkedIn, Glassdoor, FlexJobs is human-reviewed" (DeepSeek V4 Flash, Job advertising)

## And against it

- "Do not use them for making concrete compensation decisions regarding your 500 employees due to sample bias" (Qwen 3.7 Flash, Compensation benchmarkin)
- "Scams are commonly carried out through Facebook, Instagram, TikTok, WhatsApp, Telegram, LinkedIn, and similar channels, especially when the recruiter contacts you first." (Perplexity Sonar, Job advertising)
- "98 percent of scam vacancies analyzed were found on LinkedIn, though this doesn't mean LinkedIn itself is unsafe" (Claude Haiku 4.5, Job advertising)
- "Any tool that relies on scraping LinkedIn — LinkedIn restricts its API, so scraped profile data is often stale" (DeepSeek V4 Flash, Recruiting CRM)

## In its own words

What LinkedIn's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Manage your professional identity. Build and engage with your professional network. Access knowledge, insights and opportunities. (https://linkedin.com/)
- For: Anyone looking to navigate their professional life. (https://linkedin.com/)

## What it publishes

Every page linkedin.com exposes, read 2026-09-29: 814 addresses. By kind, pages and the last 90 days:

- webinar or virtual event: 2 pages, 0 in the last 90 days, latest undated
- conference or event: 6 pages, 0 in the last 90 days, latest 2012-10-01
- news or press: 757 pages, 14 in the last 90 days, latest 2026-09-23
- Recent: 2026-09-23 news or press: Linkedin launches new verification features to build professional trust https://news.linkedin.com/2026/linkedin-launches-new-verification-features-to-build-professional-trust
- Recent: 2026-09-18 news or press: A closer look how we think about elections and politics on linkedin https://news.linkedin.com/2026/a-closer-look-how-we-think-about-elections-and-politics-on-linkedin
- Recent: 2026-09-16 news or press: Linkedin data women c suite founders 2026 https://news.linkedin.com/2026/linkedin-data-women-c-suite-founders-2026
- Recent: 2026-09-15 news or press: How linkedin is tackling ai slop https://news.linkedin.com/2026/how-linkedin-is-tackling-ai-slop
- Recent: 2026-09-15 news or press: Top mbas https://news.linkedin.com/2026/top-mbas
- Recent: 2026-09-10 news or press: How can gen z start building a stronger professional network https://news.linkedin.com/2026/how-can-gen-z-start-building-a-stronger-professional-network

## Record

- Method: https://hr-ai-index.com/methodology/
- Raw judge labels and full responses: https://hr-ai-index.com/data/
- License: CC BY 4.0. Cite as HR AI Recommendation Index, September 2026 Edition, hr-ai-index.com.