# Pymetrics: how AI models rank it, October 2026

HR AI Recommendation Index, October 2026 Edition. Named in 18 judge labels across 7 categories by 9 of 14 models. Page: https://hr-ai-index.com/vendors/pymetrics/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Candidate assessment | 0% | 52 | 20% | 5 |
| AI recruiting assistants | 0% | 69 | 25% | 4 |
| Talent intelligence | 0% | 87 | 67% | 3 |
| HR AI assistants | 0% | 138 | 100% | 2 |
| People analytics | 0% | 109 | 100% | 2 |
| HR compliance and policy management | 0% | 88 | 100% | 1 |
| Technical hiring assessments | 0% | 68 | 100% | 1 |

## What the models said for it

- "Uses games and AI to assess cognitive abilities and work style, good for various roles" (Claude Haiku 4.5, Candidate assessment)
- "Uses neuroscience-based games and AI to assess candidates beyond just resumes." (MiniMax M2.5, AI recruiting assistants)
- "Best For: Reducing unconscious bias in the early screening stages." (Qwen 3.7 Flash, Talent intelligence)

## And against it

- "Game-based or neuroscience assessments marketed as predicting job performance without published I/O validation and transparent adverse-impact statistics." (Muse Glimmer 30B, Technical hiring assessm)
- "Privacy / data reuse concerns... "This study suggests that candidate results data is saved and ‘used' for 330 days."" (Muse Glimmer 30B, Candidate assessment)
- "Research found the platform's design "replicated bias instead of erasing it" despite claims of neutrality." (Kimi K2, HR AI assistants)
- "Research has documented significant issues... the system was found to replicate rather than eliminate bias" (MiniMax M2.5, Talent intelligence)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- Candidate assessment: 0% to 0%, ±0. Inside the floor by 13 points · rank 81 → 52 of 118.
- AI recruiting assistants: 0% to 0%, ±0. Inside the floor by 13 points · rank 80 → 69 of 90.
- Talent intelligence: 0% to 0%, ±0. Inside the floor by 13 points · rank 73 → 87 of 90.
- HR AI assistants: 0% to 0%, ±0. Inside the floor by 13 points · rank 102 → 138 of 142.
- People analytics: 0% to 0%, ±0. New · not ranked in September 2026 · rank 109 of 114.
- HR compliance and policy management: 0% to 0%, ±0. New · not ranked in September 2026 · rank 88 of 97.
- Technical hiring assessments: 0% to 0%, ±0. Inside the floor by 13 points · rank 43 → 68 of 71.

## 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://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, October 2026 Edition, hr-ai-index.com.