# FAIR-U: 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-u

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Cyber risk quantification](https://www.gane.ai/index/it/security/cyber-risk-quantification/index.md) | 2% | 18 | 0% | 2 |

## What the models said for it

- "Start in Excel or FAIR-U: Begin by quantifying your Top 3–5 Critical Cyber Risks ... using the free FAIR-U web app" (Gemini 3.5 Flash, Cyber risk quant)
- "If your team is new to quantitative risk, start with FAIR-U to learn the method and pilot a few scenarios; it's free, but intended as an educational tool" (GPT-6 Luna, 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 | 1 | 0 | 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 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named FAIR-U, from 11 of the 11 answers that named it (only the models that return a source list).

### Domains cited

- fairinstitute.org: 7
- kovrr.com: 5
- vcso.ai: 4
- github.com: 3
- optro.ai: 3
- techtarget.com: 3
- valuealigners.com: 3
- cybersaint.io: 2
- gane.ai/index: 2
- landbase.com: 2

### Pages cited

- https://fairinstitute.org/blog/7-basic-tools-for-fair-cyber-risk-analysis: 4
- https://kovrr.com/blog-post/the-best-cyber-risk-quantification-tools-in-2026-a-buyers-guide: 4
- https://optro.ai/blog/cyber-risk-quantification-tools: 3
- https://valuealigners.com/best/cyber-risk-quantification-tools: 3
- https://vcso.ai/learn/cyber-risk-quantification-tools-comparison: 3
- https://fairinstitute.org/frequently-asked-questions: 2
- https://www.gane.ai/index/it/security/cyber-risk-quantification/smb: 2
- https://github.com/AwpDemon/cyber-risk-quant: 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.