# cyber-risk-quant: 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/cyber-risk-quant

## 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% | 76 | 0% | 1 |

## What the models said for it

- "Technical / custom modeling on zero budget: the GitHub FAIR Monte Carlo projects above, e.g., AwpDemon/cyber-risk-quant" (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 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named cyber-risk-quant, from 5 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- github.com: 5
- corecyber.io: 4
- techtarget.com: 4
- bestdefense.io: 2
- breachsense.com: 2
- cisa.gov: 2
- cyberdb.co: 2 (its own site)
- g2.com: 2
- itechguides.com: 2
- trycomp.ai: 2

### Pages cited

- https://github.com/AwpDemon/cyber-risk-quant: 5
- https://corecyber.io/: 4
- https://techtarget.com/news/Cyber-risk-quantification-challenges-and-tools-that-can-help/836979: 4
- https://github.com/Ashish-1357/Cyber-risk-quantification-: 3
- https://bestdefense.io/blog/risk-assessment-tools-a-2026-practitioners-shortlist: 2
- https://breachsense.com/blog/cyber-risk-quantification: 2
- https://cisa.gov/audiences/small-and-medium-businesses/secure-your-business/smb-resources: 2
- https://cyberdb.co/what-are-the-best-platforms-for-quantifying-cyber-risk: 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.