# SAFE One: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 10 judge labels across 1 category by 7 of 14 models. Page: https://www.gane.ai/index/it/vendors/safe-one

## 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% | 32 | 30% | 10 |

## What the models said for it

- "SAFE and Axio frequently lead in recent Forrester evaluations... Recognized as a Forrester leader for comprehensive CRQ and TPRM." (Grok 4.20, Cyber risk quant)
- "Combines FAIR-based CRQ, exposure management, and vendor risk in one data model. Absorbed Balbix in late 2025." (DeepSeek V4 Flash, Cyber risk quant)
- "Need a formal, repeatable FAIR program? Start with SAFE One and ThreatConnect RQ." (GPT-6 Luna, Cyber risk quant)
- "Most enterprise-complete platform: SAFE One" (GPT-5.4 mini, Cyber risk quant)

## And against it

- "Safe Security (SAFE One) | Comprehensive (FAIR + CTEM + third-party risk); former RiskLens tech | Enterprise-oriented; may be heavy for 500 employees" (Kimi K2, Cyber risk quant)
- "Enterprise FAIR platforms (full RiskLens/Safe implementations) - typically require $50K–$250K+ and dedicated analyst headcount, which may be overkill" (Llama 4 Maverick, Cyber risk quant)
- "It's powerful but typically heavier to stand up and priced for larger programs." (Muse Glimmer 30B, 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 | 1 | 0 | 1 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 1 | 0 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 1 | 0 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 1 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 1 | 2 | 0 | 0 | 3 |
| Muse Glimmer 30B | 0 | 0 | 0 | 1 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named SAFE One, from 34 of the 34 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 17
- startupstash.com: 14
- cybersaint.io: 12
- fairinstitute.org: 12
- safe.security: 12 (its own site)
- gane.ai/index: 10
- github.com: 10
- kovrr.com: 10
- securityboulevard.com: 9
- corecyber.io: 7

### Pages cited

- https://g2.com/categories/cyber-risk-quantification-crq-tools: 17
- https://startupstash.com/best-cyber-risk-quantification-tools: 14
- https://corecyber.io/: 7
- https://cyberpress.org/crq-tools-review: 6
- https://www.gane.ai/index/it/security/cyber-risk-quantification/smb: 6
- https://github.com/AwpDemon/cyber-risk-quant: 6
- https://kovrr.com/cyber-risk-quantification: 6
- https://securityboulevard.com/2026/10/best-cyber-risk-quantification-tools-buyers-guide-kovrr-2: 6

## In its own words

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

- Positioning: Autonomous Cyber Risk Management; One platform. Continuous visibility. Measurable risk reduction. (https://safe.security/)
- For: Chief Risk Officers (https://safe.security/solutions/cro)
- Price stated: Flat pricing model that doesn't change with the number of vendors (https://safe.security/solutions/cro)
- Integrations claimed: 100 (https://safe.security/customers)
- Certifications: TX-RAMP, SOC 2 Type II, ISO 27001, SOC 3, ISO 9001
- Customers named: Victoria’s Secret & Co., T-Mobile, Instacart, San Francisco Health Plan, Carvana, Booz Allen Hamilton, Aboitiz Power, OB Hospitalist Group

## What it publishes

Every page safe.security exposes, read 2026-10-05: 1080 addresses. By kind, pages and the last 90 days:

- blog: 513 pages, 7 in the last 90 days, latest 2026-10-02
- case study: 19 pages, 1 in the last 90 days, latest 2026-07-08
- webinar or virtual event: 27 pages, 0 in the last 90 days, latest 2026-05-20
- conference or event: 12 pages, 1 in the last 90 days, latest 2026-07-21
- report or ebook: 60 pages, 2 in the last 90 days, latest 2026-09-23
- comparison: 26 pages, 1 in the last 90 days, latest 2026-09-11
- template or tool: 13 pages, 9 in the last 90 days, latest 2026-09-25
- glossary or explainer: 246 pages, 2 in the last 90 days, latest 2026-08-26
- podcast or video: 33 pages, 0 in the last 90 days, latest 2026-03-11
- news or press: 55 pages, 0 in the last 90 days, latest 2026-05-28
- Recent: 2026-10-02 blog: Manufacturer vendor risk assessment automation https://safe.security/resources/blog/manufacturer-vendor-risk-assessment-automation
- Recent: 2026-10-02 blog: Cve 2026 34486 apache tomcat encryptinterceptor bypass to remote code execution https://safe.security/resources/blog/cve-2026-34486-apache-tomcat-encryptinterceptor-bypass-to-remote-code-execution
- Recent: 2026-10-01 blog: This Week’s CVE Priorities: Citrix, Check Point, F5, Cisco, and PeopleSoft Under Active Exploitation https://safe.security/resources/blog/this-weeks-cve-priorities-citrix-check-point-f5-cisco-and-peoplesoft-under-active-exploitation
- Recent: 2026-09-30 blog: No nonsense guide to tprm in 2026 book https://safe.security/resources/no-nonsense-guide-to-tprm-in-2026-book
- Recent: 2026-09-30 blog: CVE-2026-82329 | JFrog Artifactory Blank-Join-Key Authentication Bypass (Unauthenticated Admin Takeover) https://safe.security/resources/blog/jfrog-artifactory-authentication-bypass
- Recent: 2026-09-30 blog: Cve 2026 49049 joomshaper helix3 joomla unauthenticated arbitrary json file write https://safe.security/resources/blog/cve-2026-49049-joomshaper-helix3-joomla-unauthenticated-arbitrary-json-file-write

## 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.