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

Gane Index, November 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 November 2026 Edition. Page: https://www.gane.ai/index/it/security/cyber-risk-quantification/enterprise

**Standing:** SAFE Security leads with 48% of first choices; verdict clear leader. 50 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) | 48% | 0% | 44 |
| 2 | [SAFE One](https://www.gane.ai/index/it/vendors/safe-one/index.md) | 14% | 0% | 12 |
| 3 | [RiskLens](https://www.gane.ai/index/it/vendors/risklens/index.md) | 12% | 3% | 29 |
| 4 | [Kovrr](https://www.gane.ai/index/it/vendors/kovrr/index.md) | 6% | 0% | 37 |
| 6 | [CyberSaint CyberStrong](https://www.gane.ai/index/it/vendors/cybersaint-cyberstrong/index.md) | 2% | 24% | 29 |
| 7 | [Bitsight Financial Quantification](https://www.gane.ai/index/it/vendors/bitsight-financial-quantification/index.md) | 2% | 13% | 15 |
| 8 | [Axio360](https://www.gane.ai/index/it/vendors/axio360/index.md) | 2% | 9% | 11 |
| 14 | [Axio](https://www.gane.ai/index/it/vendors/axio/index.md) | 0% | 0% | 32 |
| 15 | [Balbix](https://www.gane.ai/index/it/vendors/balbix/index.md) | 0% | 0% | 15 |
| 16 | [ThreatConnect Risk Quantifier](https://www.gane.ai/index/it/vendors/threatconnect-risk-quantifier/index.md) | 0% | 0% | 15 |
| 18 | [MetricStream](https://www.gane.ai/index/it/vendors/metricstream/index.md) | 0% | 25% | 12 |
| 54 | [OneTrust](https://www.gane.ai/index/it/vendors/onetrust/index.md) | 0% | 50% | 12 |

Rank is by share of first choices among all 55 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: Kovrr; alternatives Axio, CyberSaint CyberStrong, Cymulate, SAFE Security
- GPT-5.4 mini: SAFE Security; alternatives RiskLens, ThreatConnect Risk Quantifier
- Gemini 3.5 Flash: SAFE One; alternatives Axio360, CyberSaint CyberStrong, Kovrr, ThreatConnect Risk Quantifier
- Perplexity Sonar: SAFE Security; alternatives Axio, Black Kite, CyberSaint CyberStrong, Kovrr
- Grok 4.20: RiskLens, SAFE Security; alternatives Axio
- Mistral Small: SAFE Security; alternatives Axio, Citalid, RiskLens, X-Analytics
- DeepSeek V4 Flash: SAFE Security; alternatives Axio, Bitsight Financial Quantification, CyberSaint CyberStrong, RiskLens
- Llama 4 Maverick: SAFE Security; alternatives Axio, RiskLens, ThreatConnect Risk Quantifier
- Qwen 3.7 Flash: SAFE Security; alternatives CyberSaint CyberStrong, Kovrr, ThreatConnect, X-Analytics
- Kimi K2: SAFE Security; alternatives Axio, RiskLens, ThreatConnect Risk Quantifier
- GLM 4.7 FlashX: RiskLens; alternatives Citalid, ThreatConnect
- MiniMax M2.5: CyberSaint CyberStrong, SAFE Security; alternatives Bitsight Financial Quantification, Black Kite
- GPT-6 Luna: SAFE One; alternatives Axio
- Muse Glimmer 30B: SAFE Security; alternatives Axio, KPMG CRI

## Sources the answers cite

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

- securityboulevard.com: 37 answers, 61 citations
- g2.com: 37 answers, 49 citations
- kovrr.com: 31 answers, 44 citations
- gane.ai/index: 30 answers, 35 citations
- cybersaint.io: 24 answers, 38 citations
- safe.security: 23 answers, 59 citations
- metricstream.com: 22 answers, 24 citations
- github.com: 19 answers, 22 citations

Pages named in the most answers:

- https://g2.com/categories/cyber-risk-quantification-crq-tools (34 answers)
- https://gane.ai/index/it/security/cyber-risk-quantification/enterprise (25 answers)
- https://securityboulevard.com/2026/10/best-cyber-risk-quantification-tools-buyers-guide-kovrr-2 (22 answers)
- https://startupstash.com/best-cyber-risk-quantification-tools (19 answers)
- https://github.com/Jagan96404/Cyber-Risk-Quantification (15 answers)
- https://riskrecon.com/ (15 answers)
- https://corecyber.io/ (13 answers)
- https://cyberpress.org/crq-tools-review (13 answers)
- https://kovrr.com/blog-post/the-best-cyber-risk-quantification-tools-in-2026-a-buyers-guide (12 answers)
- https://techtarget.com/news/Cyber-risk-quantification-challenges-and-tools-that-can-help/836979 (11 answers)

## Warned against

- Archer: 7 of 11 labels negative. "basic OneTrust, ServiceNow, or Archer modules that bolt on CRQ features... Avoid for primary enterprise use" (Grok 4.20, negative prompt)
- CyberSaint CyberStrong: 7 of 29 labels negative. "Mid-Market or Legacy GRC Platforms with "CRQ Add-Ons" (Avoid for primary enterprise use; evaluate for integration only) - Examples often cited: CyberSaint" (Grok 4.20, negative prompt)
- OneTrust: 6 of 12 labels negative. "OneTrust has been criticized for its CRQ capabilities being in their infancy and relying on outdated qualitative methods" (GLM 4.7 FlashX, negative prompt)
- ServiceNow: 5 of 6 labels negative. "GRC Platforms Masquerading as CRQ Tools (e.g., ServiceNow, Archer, OneTrust) ... Why to avoid: These tools tend to rely on "qualitative veneers"" (GLM 4.7 FlashX, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: SAFE Security at 48%.

- SAFE Security: 56% to 48%, −8. Inside the floor by 3 points · rank 1 of 55, unchanged.
- SAFE One: 7% to 14%, +7. Inside the floor by 4 points · rank 4 → 2 of 55.
- Axio: 7% to 0%, −7. Inside the floor by 4 points · rank 3 → 14 of 55.
- Kovrr: 0% to 6%, +6. Inside the floor by 5 points · rank 14 → 4 of 55.
- RiskLens: 9% to 12%, +3. Inside the floor by 8 points · rank 2 → 3 of 55.
- CyberSaint CyberStrong: 0% to 2%, +2. Inside the floor by 9 points · rank 16 → 6 of 55.
- Bitsight Financial Quantification: 0% to 2%, +2. Inside the floor by 9 points · rank 15 → 7 of 55.
- Balbix: 2% to 0%, −2. Inside the floor by 9 points · rank 5 → 15 of 55.
- Axio360: 2% to 2%, ±0. Inside the floor by 11 points · rank 6 → 8 of 55.
- ThreatConnect Risk Quantifier: 0% to 0%, ±0. Inside the floor by 11 points · rank 62 → 16 of 55.
- MetricStream: 0% to 0%, ±0. Inside the floor by 11 points · rank 19 → 18 of 55.
- OneTrust: 0% to 0%, ±0. Inside the floor by 11 points · rank 73 → 54 of 55.

## 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.