# FAIR Institute: 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/fair-institute

## 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% | 56 | 0% | 1 |

## What the models said for it

- "The FAIR Institute offers a free workbook called "FAIR-U" for learners/members" (Qwen 3.7 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 | 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 | 1 | 0 | 0 | 1 |
| 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 FAIR Institute, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- fairinstitute.org: 2 (its own site)
- g2.com: 2
- github.com: 2
- techtarget.com: 2
- breachsense.com: 1
- capterra.com: 1
- capterra.ie: 1
- corecyber.io: 1
- cyberresilience.com: 1
- faircrq.com: 1

### Pages cited

- https://g2.com/categories/cyber-risk-quantification-crq-tools: 2
- https://techtarget.com/news/Cyber-risk-quantification-challenges-and-tools-that-can-help/836979: 2
- https://breachsense.com/blog/cyber-risk-quantification: 1
- https://capterra.com/p/209797/Axio360: 1
- https://capterra.com/risk-management-software: 1
- https://capterra.ie/software/209797/axio360: 1
- https://corecyber.io/: 1
- https://corecyber.io/privacy-policy: 1

## In its own words

What FAIR Institute's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: The FAIR Institute is dedicated to sharing and advancing standards and practices for measuring, monitoring, managing and mitigating cyber risk. (https://fairinstitute.org/)
- For: cybersecurity, risk management and business executives (https://fairinstitute.org/)

## What it publishes

Every page fairinstitute.org exposes, read 2026-10-05: 1412 addresses. By kind, pages and the last 90 days:

- blog: 1082 pages, 1 in the last 90 days, latest 2026-08-10
- case study: 25 pages, 0 in the last 90 days, latest 2026-03-17
- webinar or virtual event: 42 pages, 0 in the last 90 days, latest 2025-05-21
- conference or event: 134 pages, 0 in the last 90 days, latest 2024-09-30
- report or ebook: 11 pages, 0 in the last 90 days, latest 2026-04-22
- comparison: 2 pages, 0 in the last 90 days, latest 2023-07-10
- template or tool: 1 pages, 0 in the last 90 days, latest 2023-01-12
- glossary or explainer: 7 pages, 0 in the last 90 days, latest 2024-09-03
- podcast or video: 16 pages, 0 in the last 90 days, latest 2022-04-11
- news or press: 9 pages, 0 in the last 90 days, latest 2025-11-12
- Recent: 2026-08-10 blog: Risk is or should be the business language of vulnerability management https://www.fairinstitute.org/blog/risk-is-or-should-be-the-business-language-of-vulnerability-management
- Recent: 2026-04-22 report or ebook: White paper go beyond rosi to measure return on risk reduction with fair https://www.fairinstitute.org/blog/white-paper-go-beyond-rosi-to-measure-return-on-risk-reduction-with-fair
- Recent: 2026-03-17 case study: Case study ihgs journey with ctem and fair https://www.fairinstitute.org/blog/case-study-ihgs-journey-with-ctem-and-fair
- Recent: 2026-03-03 blog: Ai efficiency map safely scaling fair risk analysis faircon25 https://www.fairinstitute.org/blog/ai-efficiency-map-safely-scaling-fair-risk-analysis-faircon25
- Recent: 2025-12-09 blog: Four findings from faircon25 https://www.fairinstitute.org/blog/four-findings-from-faircon25
- Recent: 2025-11-12 news or press: Press release winners of 2025 fair institute awards for cyber risk management https://www.fairinstitute.org/blog/press-release-winners-of-2025-fair-institute-awards-for-cyber-risk-management

## 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.