# Citalid: 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/citalid

## 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% | 100 | 50% | 2 |

## What the models said for it

- "Focuses on financial impact modeling and cyber ROI/budget integration. Offers transparent pricing (potentially affordable for basics)" (Grok 4.20, Cyber risk quant)

## And against it

- "Cyber Insurance Risk Platforms (e.g., Citalid, Kovrr) - may not be suitable for B2B SMBs." (Llama 4 Maverick, 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 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 1 | 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 Citalid, from 15 of the 15 answers that named it (only the models that return a source list).

### Domains cited

- gane.ai/index: 12
- github.com: 9
- g2.com: 7
- techtarget.com: 7
- citalid.com: 5 (its own site)
- fairinstitute.org: 5
- safe.security: 5
- cyberdb.co: 4
- expertinsights.com: 4
- ncsc.gov.uk: 4

### Pages cited

- https://www.gane.ai/index/it/security/cyber-risk-quantification/smb: 10
- https://github.com/AwpDemon/cyber-risk-quant: 8
- https://g2.com/categories/cyber-risk-quantification-crq-tools: 6
- https://techtarget.com/news/Cyber-risk-quantification-challenges-and-tools-that-can-help/836979: 6
- https://cyberdb.co/what-are-the-best-platforms-for-quantifying-cyber-risk: 4
- https://expertinsights.com/compliance/the-top-cybersecurity-risk-management-solutions: 4
- https://github.com/Jagan96404/Cyber-Risk-Quantification: 4
- https://ncsc.gov.uk/collection/risk-management/introducing-cyber-security-risk-quantification: 4

## In its own words

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

- Positioning: The Cyber Risk Quantification Platform (https://citalid.com/customer-stories)
- For: Fortune-level corporations (https://citalid.com/customer-stories)
- Customers named: Lagardère, Mutex, CyberKnight, Zurich Insurance Group

## What it publishes

Every page citalid.com exposes, read 2026-10-05: 200 addresses. By kind, pages and the last 90 days:

- blog: 74 pages, 5 in the last 90 days, latest 2026-09-29
- case study: 1 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 1 pages, 0 in the last 90 days, latest undated
- conference or event: 1 pages, 0 in the last 90 days, latest 2024-04-17
- report or ebook: 4 pages, 4 in the last 90 days, latest 2026-08-18
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-29 blog: Crq proof of concept to operating system https://citalid.com/resources/crq-proof-of-concept-to-operating-system
- Recent: 2026-09-15 blog: Citalid launches decision history https://citalid.com/resources/citalid-launches-decision-history
- Recent: 2026-09-08 blog: Cyber insurance renewal 2026 https://citalid.com/resources/cyber-insurance-renewal-2026
- Recent: 2026-08-18 report or ebook: Why quantify cyber risk https://citalid.com/guides/cyber-risk-quantification/why-quantify-cyber-risk
- Recent: 2026-08-18 report or ebook: Estimating attack probability https://citalid.com/guides/cyber-risk-quantification/estimating-attack-probability
- Recent: 2026-08-18 report or ebook: Fair method https://citalid.com/guides/cyber-risk-quantification/fair-method

## 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.