# Squalify: 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/squalify

## 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% | 39 | 0% | 2 |

## What the models said for it

- "Top-down actuarial model with minimal technical input, using Munich Re cyber loss database" (Claude Haiku 4.5, Cyber risk quant)
- "Fast time-to-value (first estimate in 24 hours); board-ready; Munich Re backing" (Kimi K2, 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 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| 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 Squalify, from 9 of the 9 answers that named it (only the models that return a source list).

### Domains cited

- startupstash.com: 7
- cyberpress.org: 6
- kovrr.com: 5
- g2.com: 4
- metricstream.com: 4
- securityboulevard.com: 4
- vcso.ai: 4
- corecyber.io: 3
- cybersaint.io: 3
- github.com: 3

### Pages cited

- https://startupstash.com/best-cyber-risk-quantification-tools: 7
- https://cyberpress.org/crq-tools-review: 6
- https://kovrr.com/blog-post/the-best-cyber-risk-quantification-tools-in-2026-a-buyers-guide: 5
- https://g2.com/categories/cyber-risk-quantification-crq-tools: 4
- https://corecyber.io/: 3
- https://riskpublishing.com/best-risk-quantification-software-compared-fair: 3
- https://valuealigners.com/best/cyber-risk-quantification-tools: 3
- https://vcso.ai/learn/cyber-risk-quantification-tools-comparison: 3

## In its own words

What Squalify's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Cyber Risk Quantification for the Boardroom (https://squalify.io/)
- For: CISOs, Board Members, and Risk Managers (https://squalify.io/)
- Free plan or trial: Discovery Call 30 min (https://squalify.io/)
- Customers named: Deloitte, MTU Aero Engines, Jungheinrich, KROSE, Henry Meds, Munich Re, Horváth

## What it publishes

Every page squalify.io exposes, read 2026-10-05: 172 addresses. By kind, pages and the last 90 days:

- blog: 33 pages, 0 in the last 90 days, latest 2026-05-06
- report or ebook: 1 pages, 0 in the last 90 days, latest undated
- comparison: 2 pages, 0 in the last 90 days, latest 2025-11-21
- template or tool: 1 pages, 0 in the last 90 days, latest 2025-12-08
- glossary or explainer: 1 pages, 0 in the last 90 days, latest 2025-11-21
- Recent: 2026-05-06 blog: Estimate financial impact cyber incident crisis https://www.squalify.io/en/insights/estimate-financial-impact-cyber-incident-crisis
- Recent: 2026-01-30 blog: Squalify launches essential crq https://www.squalify.io/en/insights/squalify-launches-essential-crq
- Recent: 2025-12-08 template or tool: Cybersecurity risk assessment checklist components https://www.squalify.io/en/insights/cybersecurity-risk-assessment-checklist-components
- Recent: 2025-11-21 blog: Biggest challenges cyber boardroom communication https://www.squalify.io/en/insights/biggest-challenges-cyber-boardroom-communication
- Recent: 2025-11-21 blog: Boardroom cybersecurity questions every ciso should anticipate https://www.squalify.io/en/insights/boardroom-cybersecurity-questions-every-ciso-should-anticipate
- Recent: 2025-11-21 blog: Business continuity cyber risk quantification https://www.squalify.io/en/insights/business-continuity-cyber-risk-quantification

## 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.