# Lightcast: how AI models rank it, September 2026

HR AI Recommendation Index, September 2026 Edition. Named in 15 judge labels across 2 categories by 10 of 12 models. Page: https://hr-ai-index.com/vendors/lightcast/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Talent intelligence | 0% | 21 | 10% | 10 |
| Workforce planning | 0% | 26 | 0% | 5 |

## What the models said for it

- "strongest overall market-intelligence option, but it is often more than a mid-market team needs" (Perplexity Sonar, Talent intelligence)
- "Local labor market insights | Lightcast" (GLM 4.7 FlashX, Workforce planning)

## And against it

- "Mid-market teams usually don't need deep labor-market economics (Lightcast)" (Kimi K2, Talent intelligence)

## In its own words

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

- Positioning: The Standard for Labor Market Intelligence (https://lightcast.io/)
- For: businesses, education institutions, and governments worldwide (https://lightcast.io/)
- Hosting: US & Canada, United Kingdom, Europe, Asia Pacific
- Customers named: JB Hunt, North Dakota University System, Guild, bridgestone, The Josh Bersin Company, HAI, Bath College, Employ Prince George's

## What it publishes

Every page lightcast.io exposes, read 2026-09-29: 3732 addresses. By kind, pages and the last 90 days:

- blog: 1237 pages, 12 in the last 90 days, latest 2026-09-28
- case study: 26 pages, 0 in the last 90 days, latest 2025-11-21
- webinar or virtual event: 159 pages, 8 in the last 90 days, latest 2026-11-18
- conference or event: 20 pages, 0 in the last 90 days, latest 2023-12-01
- report or ebook: 148 pages, 0 in the last 90 days, latest undated
- comparison: 6 pages, 1 in the last 90 days, latest 2026-08-14
- glossary or explainer: 17 pages, 0 in the last 90 days, latest 2025-04-01
- podcast or video: 1 pages, 0 in the last 90 days, latest 2024-04-18
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-11-18 webinar or virtual event: Single nation many labour markets planning for regional workforce transitions https://lightcast.io/resources/webinars/single-nation-many-labour-markets-planning-for-regional-workforce-transitions
- Recent: 2026-11-11 webinar or virtual event: Making pathways visible connecting skills jobs and learning https://lightcast.io/resources/webinars/making-pathways-visible-connecting-skills-jobs-and-learning
- Recent: 2026-11-04 webinar or virtual event: Beyond the ai headlines what changing skill demand means for australia https://lightcast.io/resources/webinars/beyond-the-ai-headlines-what-changing-skill-demand-means-for-australia
- Recent: 2026-10-27 webinar or virtual event: Demonstrating Institutional Impact https://lightcast.io/resources/webinars/Demonstrating-Institutional-Impact
- Recent: 2026-10-20 webinar or virtual event: Attracting and Enrolling Learners https://lightcast.io/resources/webinars/Attracting-and-Enrolling-Learners
- Recent: 2026-10-13 webinar or virtual event: Building Career Relevant Programs https://lightcast.io/resources/webinars/Building-Career-Relevant-Programs

## 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.