# iiamit/CyberQRM: 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/iiamit-cyberqrm

## 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% | 99 | 0% | 1 |

## 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 | 1 | 0 | 1 |
| 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 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named iiamit/CyberQRM, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- citalid.com: 1
- cyberdb.co: 1
- fairtprm.com: 1
- github.com: 1
- techtarget.com: 1
- uprootsecurity.com: 1

### Pages cited

- https://citalid.com/resources/cyber-risk-quantification-budget: 1
- https://cyberdb.co/what-are-the-best-platforms-for-quantifying-cyber-risk: 1
- https://fairtprm.com/: 1
- https://github.com/AwpDemon/cyber-risk-quant: 1
- https://github.com/iiamit/CyberQRM: 1
- https://github.com/paolocarner/fair-monte-carlo-risk-analysis: 1
- https://github.com/topics/factor-analysis-information-risk: 1
- https://techtarget.com/news/Cyber-risk-quantification-challenges-and-tools-that-can-help/836979: 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.