# 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)

## 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.