# Kovrr: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 33 judge labels across 1 category by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/kovrr

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Cyber risk quantification](https://www.gane.ai/index/it/security/cyber-risk-quantification/index.md) | 9% | 3 | 15% | 33 |

## What the models said for it

- "I'd suggest starting with ThreatConnect Risk Quantifier or Kovrr as they offer the best balance of capability, usability, and value" (MiniMax M2.5, Cyber risk quant)
- "Kovrr and Safe Security are the strongest choices due to their robust quantification methodologies" (Mistral Small, Cyber risk quant)
- "Kovrr – *Best Overall for Fast Time-to-Value & Automation*" (Gemini 3.5 Flash, Cyber risk quant)
- "1. Kovrr — *Best Overall for Mid-Market*" (Kimi K2, Cyber risk quant)

## And against it

- "Platforms like Kovrr and Axio have faced criticism in niche reviews for being overly focused on insurance market dynamics rather than pure operational risk quantification" (Qwen 3.7 Flash, Cyber risk quant)
- "Traditional, enterprise-grade CRQ platforms (e.g., Safe Security (SAFE One), Kovrr, Axio) - generally not recommended for B2B SMBs." (Llama 4 Maverick, Cyber risk quant)
- "enterprise Cyber Risk Quantification (CRQ) platforms (such as Kovrr, Safe Security, or ThreatConnect) are often cost-prohibitive" (Gemini 3.5 Flash, Cyber risk quant)
- "criticized as overkill for general enterprise or SMB risk management" (DeepSeek V4 Flash, Cyber risk quant)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 1 | 2 | 0 | 1 | 4 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 1 | 1 | 0 | 0 | 2 |
| Mistral Small | 1 | 0 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 4 | 1 | 1 | 6 |
| Llama 4 Maverick | 0 | 2 | 0 | 1 | 3 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 1 | 2 |
| Kimi K2 | 1 | 0 | 0 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 1 | 2 | 0 | 0 | 3 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 2 | 0 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Kovrr, from 107 of the 108 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 60
- kovrr.com: 55 (its own site)
- gane.ai/index: 47
- securityboulevard.com: 47
- github.com: 33
- startupstash.com: 27
- safe.security: 26
- riskpublishing.com: 25
- techtarget.com: 25
- corecyber.io: 24

### Pages cited

- https://g2.com/categories/cyber-risk-quantification-crq-tools: 53
- https://www.gane.ai/index/it/security/cyber-risk-quantification/smb: 28
- https://securityboulevard.com/2026/10/best-cyber-risk-quantification-tools-buyers-guide-kovrr-2: 28
- https://startupstash.com/best-cyber-risk-quantification-tools: 27
- https://corecyber.io/: 24
- https://kovrr.com/blog-post/the-best-cyber-risk-quantification-tools-in-2026-a-buyers-guide: 24
- https://cyberpress.org/crq-tools-review: 23
- https://cyberdb.co/what-are-the-best-platforms-for-quantifying-cyber-risk: 21

## In its own words

What Kovrr's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: AI Security and Governance Platform for the Agentic Era (https://kovrr.com/)
- For: security, risk, and compliance teams (https://kovrr.com/)
- Price stated: Contact Kovrr's team today to learn more about our flexible pricing options (https://www.kovrr.com/pricing-crq)
- Free plan or trial: Yes. If you navigate back to the Kovrr homepage and click 'See Us in Action,' you'll be taken to the Kovrr demonstration platform. (https://www.kovrr.com/pricing-crq)
- Customers named: GG Group, Abercrombie & Fitch, Bystronic, Moodle

## What it publishes

Every page kovrr.com exposes, read 2026-10-05: 717 addresses. By kind, pages and the last 90 days:

- blog: 404 pages, 83 in the last 90 days, latest 2026-10-05
- case study: 12 pages, 3 in the last 90 days, latest 2026-08-03
- webinar or virtual event: 4 pages, 3 in the last 90 days, latest 2026-09-02
- conference or event: 3 pages, 2 in the last 90 days, latest 2026-08-03
- report or ebook: 29 pages, 0 in the last 90 days, latest undated
- comparison: 5 pages, 4 in the last 90 days, latest 2026-08-11
- glossary or explainer: 165 pages, 4 in the last 90 days, latest 2026-08-04
- podcast or video: 18 pages, 0 in the last 90 days, latest undated
- Recent: 2026-10-05 blog: When the adversary is running the ai agents https://www.kovrr.com/blog-post/when-the-adversary-is-running-the-ai-agents
- Recent: 2026-10-04 blog: Assembling quantified cyber risk metrics into a report that lands https://www.kovrr.com/blog-post/assembling-quantified-cyber-risk-metrics-into-a-report-that-lands
- Recent: 2026-10-04 blog: When two cyber risk models disagree on the same company https://www.kovrr.com/blog-post/when-two-cyber-risk-models-disagree-on-the-same-company
- Recent: 2026-10-04 blog: The ai agent that was never registered anywhere https://www.kovrr.com/blog-post/the-ai-agent-that-was-never-registered-anywhere
- Recent: 2026-10-04 blog: The ai incident reporting duty nobody can date https://www.kovrr.com/blog-post/the-ai-incident-reporting-duty-nobody-can-date
- Recent: 2026-10-03 blog: Cyber loss in rail and signalling https://www.kovrr.com/blog-post/cyber-loss-in-rail-and-signalling

## 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.