# FAIR: 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/it/vendors/fair

## 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% | 102 | 50% | 2 |

## And against it

- "The FAIR framework, while widely adopted, has significant implementation challenges. Practitioners report that FAIR relies heavily on data that often simply doesn't exist in organizations" (MiniMax M2.5, 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 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| 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 | 1 | 1 |
| 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 FAIR, from 2 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- cybersaint.io: 2
- bpb-eu-w2.wpmucdn.com: 1
- committees.parliament.uk: 1
- comparitech.com: 1
- cyberdb.co: 1
- fairinstitute.org: 1
- isaca.org: 1
- link.springer.com: 1
- oro.open.ac.uk: 1
- pmc.ncbi.nlm.nih.gov: 1

### Pages cited

- https://bpb-eu-w2.wpmucdn.com/blogs.bristol.ac.uk/dist/3/939/files/2024/08/RISCS-Cyber-Risk-Quantification-Research-Project-D1_AW.pdf: 1
- https://committees.parliament.uk/writtenevidence/137790/pdf: 1
- https://comparitech.com/net-admin/best-cybersecurity-risk-management-tools: 1
- https://cyberdb.co/what-are-the-best-platforms-for-quantifying-cyber-risk: 1
- https://cybersaint.io/blog/a-pocket-guide-to-factor-analysis-of-information-risk-fair: 1
- https://cybersaint.io/blog/choosing-the-best-cyber-risk-quantification-software: 1
- https://cybersaint.io/blog/the-complications-of-cyber-risk-quantification: 1
- https://fairinstitute.org/blog/watch-out-for-these-5-cyber-risk-quantification-methods.-they-dont-support-cost-effective-risk-management-1: 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.