# Cyber risk quantification for enterprise buyers: what AI models recommend, October 2026

Gane Index, October 2026 Edition. Asked as "cyber risk quantification tool" and as "CRQ platform", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Added to the October 2026 Edition on October 4, 2026. Page: https://www.gane.ai/index/it/security/cyber-risk-quantification/2026-10/enterprise

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/it/security/cyber-risk-quantification/enterprise/index.md

**Standing:** SAFE Security leads with 56% of first choices; verdict clear leader. 43 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [SAFE Security](https://www.gane.ai/index/it/vendors/safe-security/index.md) | 56% | 2% | 40 |
| 2 | [RiskLens](https://www.gane.ai/index/it/vendors/risklens/index.md) | 9% | 0% | 25 |
| 3 | [Axio](https://www.gane.ai/index/it/vendors/axio/index.md) | 7% | 2% | 40 |
| 5 | [Balbix](https://www.gane.ai/index/it/vendors/balbix/index.md) | 2% | 0% | 22 |
| 14 | [Kovrr](https://www.gane.ai/index/it/vendors/kovrr/index.md) | 0% | 2% | 44 |
| 15 | [Bitsight Financial Quantification](https://www.gane.ai/index/it/vendors/bitsight-financial-quantification/index.md) | 0% | 7% | 15 |
| 16 | [CyberSaint CyberStrong](https://www.gane.ai/index/it/vendors/cybersaint-cyberstrong/index.md) | 0% | 12% | 17 |

Rank is by share of first choices among all 73 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: SAFE Security; alternatives FAIR, Gartner Third-Party Cybersecurity Insights
- Gemini 3.5 Flash: SAFE Security; alternatives Axio, CyberSaint CyberStrong, Kovrr
- Perplexity Sonar: SAFE Security; alternatives Axio, Black Kite, Kovrr, RiskLens
- Grok 4.20: SAFE Security; alternatives Axio, Balbix, Kovrr
- Mistral Small: Axio, SAFE Security; alternatives Kovrr, RiskRecon
- DeepSeek V4 Flash: SAFE Security; alternatives Axio, KPMG Cyber Risk Insights, Kovrr
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Axio, RiskRecon; alternatives Kovrr, Resilience
- Kimi K2: SAFE Security; alternatives Axio, Balbix Security Cloud
- GLM 4.7 FlashX: Balbix, SAFE Security; alternatives Axio, CyberSaint CyberStrong, KPMG
- MiniMax M2.5: no first choice
- GPT-6 Luna: Axio360; alternatives Kovrr, SAFE One
- Muse Glimmer 30B: RiskLens; alternatives Axio360, Black Kite, Kovrr, RiskRecon

## Sources the answers cite

80 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- kovrr.com: 48 answers, 85 citations
- riskpublishing.com: 44 answers, 53 citations
- bitsight.com: 38 answers, 48 citations
- cybersaint.io: 34 answers, 44 citations
- securityboulevard.com: 34 answers, 44 citations
- worldmetrics.org: 30 answers, 37 citations
- safe.security: 27 answers, 61 citations
- g2.com: 26 answers, 32 citations

Pages named in the most answers:

- https://riskpublishing.com/best-cyber-risk-quantification-platforms-compar (42 answers)
- https://bitsight.com/guides/best-cyber-risk-management-platforms-for-enterprises (32 answers)
- https://kovrr.com/blog-post/the-best-cyber-risk-quantification-tools-in-2026-a-buyers-guide (32 answers)
- https://worldmetrics.org/best/cyber-risk-quantification-software (28 answers)
- https://securityboulevard.com/2026/07/best-cyber-risk-quantification-tools-buyers-guide-kovrr (26 answers)
- https://g2.com/categories/cyber-risk-quantification-crq-tools (23 answers)
- https://vcso.ai/learn/cyber-risk-quantification-tools-comparison (23 answers)
- https://bankinfosecurity.com/safe-axio-kpmg-dominate-cyber-risk-quantification-rankings-a-28837 (22 answers)
- https://trycomp.ai/hub/top-risk-management-software (17 answers)
- https://vcisolite.com/blog/crq-tools-and-platforms-2026 (15 answers)

## Warned against

- Archer: 2 of 5 labels negative. "GRC platforms (ServiceNow, Archer, OneTrust, etc.) now tout "CRQ capabilities"" (DeepSeek V4 Flash, negative prompt)
- CyberSaint CyberStrong: 2 of 17 labels negative. "Avoid mid-market tools like CyberSaint ($30K–$80K) as they lack depth for thousands of users." (Grok 4.20, budget prompt)
- OneTrust: 2 of 3 labels negative. "GRC platforms (ServiceNow, Archer, OneTrust, etc.) now tout "CRQ capabilities"" (DeepSeek V4 Flash, negative prompt)
- Open FAIR: 1 of 1 labels negative. "Pure consulting-led or basic FAIR spreadsheets (e.g., legacy Open FAIR tools) lack scalability for large enterprises." (Grok 4.20, negative prompt)

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, October 2026 Edition, www.gane.ai/index/it.