# Lightcast: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 13 judge labels across 2 categories by 9 of 14 models. Page: https://www.gane.ai/index/hr/vendors/lightcast

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Talent intelligence](https://www.gane.ai/index/hr/performance/talent-intelligence/index.md) | 0% | 22 | 0% | 10 |
| [Workforce planning](https://www.gane.ai/index/hr/planning/workforce-planning/index.md) | 0% | 46 | 0% | 3 |

## What the models said for it

- "Examples praised in comparisons (without major red flags): Lightcast (for labor market data), TalentNeuron, Draup, or JobsPikr" (Grok 4.20, Talent intelligence)
- "Lightcast & LinkedIn Talent Insights dominate when you need global labor‑market intelligence." (GLM 4.7 FlashX, Talent intelligence)
- "Choose LinkedIn Talent Insights or Lightcast for labor-market benchmarking and location decisions." (Perplexity Sonar, Talent intelligence)
- "for example, comparing talent supply, skills demand, wages, or locations: look at Lightcast instead" (GPT-6 Luna, Talent intelligence)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 0 | 1 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 1 | 1 | 1 | 0 | 3 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 1 | 0 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 1 | 1 | 0 | 2 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Lightcast, from 34 of the 34 answers that named it (only the models that return a source list).

### Domains cited

- jobspipe.dev: 17
- g2.com: 16
- xobin.com: 11
- guideflow.com: 9
- pin.com: 9
- eightfold.ai: 8
- sapia.ai: 8
- seekout.com: 8
- bestrecruitingtools.com: 7
- business.linkedin.com: 7

### Pages cited

- https://jobspipe.dev/talent-intelligence-platforms: 17
- https://xobin.com/blog/best-talent-intelligence-platforms: 11
- https://g2.com/categories/talent-intelligence: 8
- https://guideflow.com/blog/talent-intelligence-software: 8
- https://bestrecruitingtools.com/blog/best-talent-intelligence-platforms-enterprise-2026: 6
- https://pin.com/blog/talent-intelligence-platforms: 6
- https://sapia.ai/resources/blog/talent-intelligence-platforms: 6
- https://eightfold.ai/products: 5

## 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://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/hr.