# 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/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% | 51 | 0% | 1 |

## What the models said for it

- "Complete FAIR implementation you can run locally on your own hardware" (GLM 4.7 FlashX, 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 | 1 | 0 | 0 | 1 |
| 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 CyberQRM, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- bestdefense.io: 2
- fairinstitute.org: 2
- gane.ai/index: 2
- github.com: 2
- itechguides.com: 2
- linkedin.com: 2
- spotsaas.com: 2
- wolferdawg.io: 2
- breachsense.com: 1
- capterra.com: 1

### Pages cited

- https://bestdefense.io/blog/risk-assessment-tools-a-2026-practitioners-shortlist: 2
- https://fairinstitute.org/blog/crq-for-all-introducing-my-cyber-risk-benchmark-from-risklens: 2
- https://www.gane.ai/index/it/security/cyber-risk-quantification/smb: 2
- https://github.com/iiamit/CyberQRM: 2
- https://itechguides.com/best/cyber-risk-quantification-tools: 2
- https://linkedin.com/pulse/im-cybersecurity-person-thats-exactly-why-writing-nitin-jogad-ifjxc: 2
- https://wolferdawg.io/cyber-risk-assessment: 2
- https://breachsense.com/blog/cyber-risk-quantification: 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.