7 categories · RankedPymetrics
Pymetrics is a candidate assessment product that uses neuroscience-based games to evaluate cognitive abilities and work style, looking beyond resumes · pymetrics.com ↗
Why models recommend it
“A distinct competitor to HireVue... marketed specifically as "bias-neutral"”Qwen 3.7 Flash · Comparative question · alternative
What gives them pause
“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 · Negative question · warning
“Notable example: Pymetrics ... Has faced scrutiny over validation claims ... limited peer-reviewed evidence supporting their effectiveness”Kimi K2 · Negative question · warning
“Research shows position-level racial disparities persist despite vendor audits”Kimi K2 · Negative question · warning
“Avoid platforms that rely solely on cognitive games (like Pymetrics)”Qwen 3.7 Flash · Direct question · warning
Also on the shortlist
The products named in the same answers as Pymetrics, over the 40 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 34 | 2 | View → | |
| 13 | 3 | View → | |
| 10 | 0 | View → | |
| 9 | 1 | View → | |
| 9 | 1 | View → | |
| 8 | 1 | View → | |
| 8 | 1 | View → | |
| 7 | 3 | View → | |
| 7 | 0 | View → | |
| 7 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 26 of the 40 answers that named Pymetrics and are not a share of its labels.
Domains cited
Sixty-two of the sixty-two domain citations in answers naming Pymetrics came from a third party's page.
Pages cited
Pages are listed as the models cited them.
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 |