# rafatyazdani/cyber-risk-quantification: 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/rafatyazdani-cyber-risk-quantification

## 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% | 80 | 0% | 1 |

## What the models said for it

- "Python-based Monte Carlo model with Jupyter notebooks and Streamlit interface" (Kimi K2, 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 | 1 | 0 | 0 | 1 |
| 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 rafatyazdani/cyber-risk-quantification, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- axio.com: 1
- capterra.com: 1
- corecyber.io: 1
- cyberdb.co: 1
- featuredcustomers.com: 1
- g2.com: 1
- github.com: 1
- hackrange.com: 1
- techtarget.com: 1

### Pages cited

- https://axio.com/: 1
- https://capterra.com/p/209797/Axio360: 1
- https://corecyber.io/: 1
- https://cyberdb.co/what-are-the-best-platforms-for-quantifying-cyber-risk: 1
- https://featuredcustomers.com/software/risk-quantification-software: 1
- https://g2.com/categories/cyber-risk-quantification-crq-tools: 1
- https://github.com/Ashish-1357/Cyber-risk-quantification-: 1
- https://github.com/AwpDemon/cyber-risk-quant: 1

## 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.