# Guidewire: 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/guidewire

## 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% | 104 | 100% | 1 |

## And against it

- "often less transparent than FAIR-based tools" (Grok 4.20, 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 | 1 | 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 Guidewire, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- bankinfosecurity.com: 1
- ciopages.com: 1
- github.com: 1
- growthmarketreports.com: 1
- metricstream.com: 1
- riskpublishing.com: 1
- safe.security: 1

### Pages cited

- https://bankinfosecurity.com/safe-axio-kpmg-dominate-cyber-risk-quantification-rankings-a-28837: 1
- https://ciopages.com/articles/cyber-risk-quantification-providers: 1
- https://github.com/Jagan96404/Cyber-Risk-Quantification: 1
- https://growthmarketreports.com/report/cyber-risk-quantification-market: 1
- https://metricstream.com/products/cyber-risk-quantification.htm: 1
- https://riskpublishing.com/best-risk-quantification-software-compared-fair: 1
- https://safe.security/: 1
- https://safe.security/resources/blog/pros-cons-fair-model: 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.