# Pymetrics: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 19 judge labels across 7 categories by 7 of 14 models. Page: https://www.gane.ai/index/hr/vendors/pymetrics

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI recruiting assistants](https://www.gane.ai/index/hr/talent/ai-recruiting-assistants/index.md) | 0% | 46 | 17% | 6 |
| [Candidate assessment](https://www.gane.ai/index/hr/talent/candidate-assessment/index.md) | 0% | 85 | 20% | 5 |
| [HR AI assistants](https://www.gane.ai/index/hr/experience/hr-ai-assistants/index.md) | 0% | 159 | 67% | 3 |
| [Talent intelligence](https://www.gane.ai/index/hr/performance/talent-intelligence/index.md) | 0% | 108 | 50% | 2 |
| [People analytics](https://www.gane.ai/index/hr/planning/people-analytics/index.md) | 0% | 104 | 100% | 1 |
| [Skills intelligence](https://www.gane.ai/index/hr/performance/skills-intelligence/index.md) | 0% | 97 | 0% | 1 |
| [Technical hiring assessments](https://www.gane.ai/index/hr/talent/technical-hiring-assessments/index.md) | 0% | 65 | 100% | 1 |

## What the models said for it

- "A distinct competitor to HireVue... marketed specifically as "bias-neutral"" (Qwen 3.7 Flash, AI recruiting assistants)

## And against it

- "Pymetrics is now owned by Harver, whose site calls their tools the "least biased on the market"... debates over claims of fairness in Harver/Pymetrics assessments" (Muse Glimmer 30B, HR AI assistants)
- "Notable example: Pymetrics ... Has faced scrutiny over validation claims ... limited peer-reviewed evidence supporting their effectiveness" (Kimi K2, AI recruiting assistants)
- "Research shows position-level racial disparities persist despite vendor audits" (Kimi K2, HR AI assistants)
- "Avoid platforms that rely solely on cognitive games (like Pymetrics)" (Qwen 3.7 Flash, Candidate assessment)

## 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 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 3 | 1 | 4 |
| Mistral Small | 0 | 0 | 3 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 1 | 2 |
| Kimi K2 | 0 | 0 | 1 | 2 | 3 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 3 | 1 | 4 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 1 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Pymetrics, from 26 of the 40 answers that named it (only the models that return a source list).

### Domains cited

- ico.org.uk: 10
- kansascity.com: 8
- gov.uk: 7
- eeoc.gov: 6
- epic.org: 6
- news.bloomberglaw.com: 6
- g2.com: 5
- paycor.com: 5
- reuters.com: 5
- arxiv.org: 4

### Pages cited

- https://ico.org.uk/media2/migrated/4031620/ai-in-recruitment-outcomes-report.pdf: 8
- https://kansascity.com/news/business/article317648732.html: 8
- https://gov.uk/government/publications/responsible-ai-in-recruitment-guide/responsible-ai-in-recruitment: 7
- https://ico.org.uk/about-the-ico/media-centre/news-and-blogs/2024/11/ico-intervention-into-ai-recruitment-tools-leads-to-better-data-protection-for-job-seekers: 5
- https://cunylawreview.org/wp-content/uploads/2026/06/Lily-Manshel_Note_The-Bigotry_of_the_Future_29_CUNY_L._Rev._78_2026.pdf: 4
- https://epic.org/documents/in-re-hirevue: 4
- https://hrmagazine.co.uk/content/features/avoid-auto-rejections-how-to-oust-ai-driven-discrimination: 4
- https://ico.org.uk/about-the-ico/media-centre/news-and-blogs/2024/11/thinking-of-using-ai-to-assist-recruitment-our-key-data-protection-considerations: 4

## In its own words

What Pymetrics's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Unleash your full potential using data (https://pymetrics.com/)

## What it publishes

Every page pymetrics.com exposes, read 2026-09-29: 21 addresses. By kind, pages and the last 90 days:


## 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.