# Resilience: 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/resilience

## 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% | 45 | 0% | 2 |

## What the models said for it

- "Axio and Resilience lead insurance-aligned quantification" (Claude Haiku 4.5, 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 | 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 | 1 | 0 | 1 |
| 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 Resilience, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- cyberpress.org: 3
- kovrr.com: 2
- nisura.eu: 2
- valuealigners.com: 2
- vcso.ai: 2
- wifitalents.com: 2
- xygeni.io: 2
- bizbot.com: 1
- cybersaint.io: 1
- cynomi.com: 1

### Pages cited

- https://cyberpress.org/crq-tools-review: 3
- https://kovrr.com/blog-post/the-best-cyber-risk-quantification-tools-in-2026-a-buyers-guide: 2
- https://nisura.eu/blog/best-cyber-risk-quantification-tools: 2
- https://valuealigners.com/best/cyber-risk-quantification-tools: 2
- https://vcso.ai/learn/cyber-risk-quantification-tools-comparison: 2
- https://wifitalents.com/best/cyber-risk-quantification-software: 2
- https://xygeni.io/blog/top-cybersecurity-risk-assessment-tools: 2
- https://bizbot.com/blog/top-10-cybersecurity-risk-assessment-tools-2024: 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.