# evaluator: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/evaluator

## 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% | 42 | 0% | 2 |

## What the models said for it

- "For more advanced quantification, evaluator is an open source quantitative risk analysis toolkit based on the OpenFAIR ontology" (Claude Haiku 4.5, Cyber risk quant)
- "Scale to Open-Source Scripts: ... move to the open-source `evaluator` (R) or `pyfair` (Python) tools" (Gemini 3.5 Flash, Cyber risk quant)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| 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 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named evaluator, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- github.com: 2
- kovrr.com: 2
- blacksmithinfosec.com: 1
- cisa.gov: 1
- complyjet.com: 1
- dataendure.com: 1
- deriverisk.com: 1
- en.wikipedia.org: 1
- fairinstitute.org: 1
- gitnux.org: 1

### Pages cited

- https://github.com/davidski/evaluator: 2
- https://blacksmithinfosec.com/free-open-source-risk-assessment-tool-for-msps-and-vcisos: 1
- https://cisa.gov/resources-tools/services/cyber-security-evaluation-tool-csetr: 1
- https://complyjet.com/blog/best-risk-assessment-tools: 1
- https://dataendure.com/blog/the-best-cyber-security-risk-assessment-tool-101: 1
- https://deriverisk.com/quantitative-cyber-risk-assessment-tool: 1
- https://en.wikipedia.org/wiki/Cyber_risk_quantification: 1
- https://fairinstitute.org/blog/7-basic-tools-for-fair-cyber-risk-analysis: 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.