# LinkedIn Talent Insights: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 23 judge labels across 1 category by 12 of 14 models. Page: https://www.gane.ai/index/hr/vendors/linkedin-talent-insights

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Talent intelligence](https://www.gane.ai/index/hr/performance/talent-intelligence/index.md) | 0% | 26 | 30% | 23 |

## What the models said for it

- "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)
- "Native LinkedIn data; best for understanding where specific talent concentrations exist geographically" (Kimi K2, Talent intelligence)
- "Best for: Market-level workforce analytics and talent market intelligence" (DeepSeek V4 Flash, Talent intelligence)

## And against it

- "Avoid enterprise-heavy options like Eightfold AI, SeekOut, Beamery, or LinkedIn Talent Insights" (Grok 4.20, Talent intelligence)
- "Expensive subscription with high minimums" (GLM 4.7 FlashX, Talent intelligence)
- "LinkedIn Talent Insights if you expect a recruiting workflow or candidate-sourcing product; it is primarily a market-analytics tool." (Perplexity Sonar, Talent intelligence)
- "aggregate data from public sources like LinkedIn, Glassdoor, or job boards. Common cautions include: Data scraping and privacy" (Grok 4.20, Talent intelligence)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named LinkedIn Talent Insights, from 69 of the 71 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 42
- jobspipe.dev: 34
- xobin.com: 23
- pin.com: 22
- bestrecruitingtools.com: 18
- eightfold.ai: 18
- learn.g2.com: 18
- sapia.ai: 17
- guideflow.com: 14
- seekout.com: 13

### Pages cited

- https://jobspipe.dev/talent-intelligence-platforms: 33
- https://g2.com/categories/talent-intelligence: 23
- https://xobin.com/blog/best-talent-intelligence-platforms: 23
- https://g2.com/categories/talent-intelligence/small-business: 18
- https://learn.g2.com/best-talent-intelligence-software: 18
- https://bestrecruitingtools.com/blog/best-talent-intelligence-platforms-enterprise-2026: 17
- https://pin.com/blog/talent-intelligence-software: 15
- https://guideflow.com/blog/talent-intelligence-software: 13

## 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.