# RiskLens: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/hr/vendors/risklens

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Candidate assessment](https://www.gane.ai/index/hr/talent/candidate-assessment/index.md) | 0% | 129 | 100% | 2 |

## And against it

- "Criticized for being overkill for small businesses, requiring significant investment and dedicated analyst headcount." (Llama 4 Maverick, Candidate assessment)
- "enterprise FAIR platforms like RiskLens are considered overkill, requiring significant investment and dedicated staff" (Mistral Small, 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 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 1 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 1 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named RiskLens, from 5 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- gane.ai/index: 5
- spotsaas.com: 3
- examonline.in: 2
- firsthr.app: 2
- unstop.com: 2
- capterra.com: 1
- education.toolsinfo.com: 1
- g2.com: 1
- kanerika.com: 1
- pmapstest.com: 1

### Pages cited

- https://www.gane.ai/index/it/security/cyber-risk-quantification/smb: 5
- https://spotsaas.com/list/assessment-software/for-small-business: 3
- https://examonline.in/best-online-proctoring-software: 2
- https://firsthr.app/compare/hiring/pre-employment-assessment: 2
- https://www.gane.ai/index/hr/talent/candidate-assessment: 2
- https://spotsaas.com/list/pre-employment-testing-software/for-small-business: 2
- https://unstop.com/blog/how-to-choose-right-online-assessment-platform: 2
- https://capterra.com/assessment-software: 1

## 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.