# Open FAIR: 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/open-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% | 108 | 100% | 1 |

## And against it

- "Pure consulting-led or basic FAIR spreadsheets, e.g., legacy Open FAIR tools, are described as lacking scalability for large enterprises." (Muse Glimmer 30B, 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 | 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 | 1 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Open FAIR, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- fairinstitute.org: 3
- gane.ai/index: 3
- securityboulevard.com: 3
- bpb-eu-w2.wpmucdn.com: 2
- cybersaint.io: 2
- link.springer.com: 2
- philvenables.com: 2
- upguard.com: 2
- cams.mit.edu: 1
- ciopages.com: 1

### Pages cited

- https://fairinstitute.org/blog/risk-of-mis-quantifying-risk: 3
- https://fairinstitute.org/blog/watch-out-for-these-5-cyber-risk-quantification-methods.-they-dont-support-cost-effective-risk-management-1: 3
- https://fairinstitute.org/hubfs/CRQ%20Buyers%20Guide%20by%20Jack%20Jones.pdf: 3
- https://www.gane.ai/index/it/security/cyber-risk-quantification/enterprise: 3
- 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: 2
- https://cybersaint.io/blog/cyber-risk-quantification-for-risk-assessments: 2
- https://cybersaint.io/blog/the-complications-of-cyber-risk-quantification: 2
- https://fairinstitute.org/blog/6-red-flags-evaluating-cyber-risk-quantification-provider: 2

## 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.