# FortifyData: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/fortifydata

## 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% | 33 | 0% | 4 |

## What the models said for it

- "If budget is extremely constrained, FortifyData offers a credible entry point" (Kimi K2, Cyber risk quant)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| 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 | 1 | 1 | 0 | 2 |
| 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 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named FortifyData, from 8 of the 8 answers that named it (only the models that return a source list).

### Domains cited

- techtarget.com: 6
- g2.com: 5
- cyberdb.co: 4
- cybersaint.io: 4
- github.com: 4
- securityboulevard.com: 4
- sourceforge.net: 4
- cyberpress.org: 3
- kovrr.com: 3
- nisura.eu: 3

### Pages cited

- https://g2.com/categories/cyber-risk-quantification-crq-tools: 5
- https://techtarget.com/news/Cyber-risk-quantification-challenges-and-tools-that-can-help/836979: 5
- https://cyberdb.co/what-are-the-best-platforms-for-quantifying-cyber-risk: 4
- https://github.com/Jagan96404/Cyber-Risk-Quantification: 4
- https://cyberpress.org/crq-tools-review: 3
- https://nisura.eu/blog/best-cyber-risk-quantification-tools: 3
- https://securityboulevard.com/2025/10/the-top-8-cyber-risk-assessment-tools-and-solutions: 3
- https://vcso.ai/learn/cyber-risk-quantification-tools-comparison: 3

## 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.