# pyfair: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/pyfair

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Cyber risk quantification](https://www.gane.ai/index/it/security/cyber-risk-quantification/index.md) | 0% | 79 | 0% | 1 |

## What the models said for it

- "`pyfair` is a lightweight Python package designed to model FAIR risk scenarios" (Gemini 3.5 Flash, Cyber risk quant)

## 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 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| 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 pyfair, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- fairinstitute.org: 2
- kovrr.com: 2
- optro.ai: 2
- valuealigners.com: 2
- atlassystems.com: 1
- axio.com: 1
- bitsight.com: 1
- cisa.gov: 1
- connectwise.com: 1
- deriverisk.com: 1

### Pages cited

- https://fairinstitute.org/blog/7-basic-tools-for-fair-cyber-risk-analysis: 2
- https://kovrr.com/blog-post/the-best-cyber-risk-quantification-tools-in-2026-a-buyers-guide: 2
- https://optro.ai/blog/cyber-risk-quantification-tools: 2
- https://valuealigners.com/best/cyber-risk-quantification-tools: 2
- https://atlassystems.com/blog/cybersecurity-risk-assessment-software: 1
- https://axio.com/crq: 1
- https://bitsight.com/guides/best-third-party-risk-management-platforms-for-enterprises: 1
- https://cisa.gov/resources-tools/resources/no-cost-cybersecurity-services-and-tools: 1

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.