# SafeBreach: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 52 judge labels across 1 category by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/safebreach

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Breach and attack simulation](https://www.gane.ai/index/it/security/breach-and-attack-simulation/index.md) | 0% | 25 | 40% | 52 |

## What the models said for it

- "Look at Cymulate or SafeBreach. They offer large threat libraries, turn-key setups, and solid executive reporting" (Gemini 3.5 Flash, BAS)
- "Choose Cymulate/Picus/SafeBreach/AttackIQ when the priority is continuous, repeatable control validation" (Muse Glimmer 30B, BAS)
- "known for its ease of deployment and use, often highlighted as one of the most straightforward BAS solutions to implement" (Qwen 3.7 Flash, BAS)
- "Suited for enterprises needing highly realistic, up-to-date simulations based on actual threat data." (Grok 4.20, BAS)

## And against it

- "Approach SafeBreach with the most caution based on the convergence of reported complexity, deployment issues, cost concerns, and marketing/reality gaps." (DeepSeek V4 Flash, BAS)
- "What to Avoid: SafeBreach (~$50K+/year) ... likely overkill for mid-sized budgets" (Kimi K2, BAS)
- "Avoid committing immediately to platforms such as SafeBreach, Pentera, or Mandiant" (Perplexity Sonar, BAS)
- "Market data indicates a ~63% negative feedback rate in the mid-market segment." (Qwen 3.7 Flash, BAS)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named SafeBreach, from 149 of the 162 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 82
- picussecurity.com: 67
- startupstash.com: 63
- cymulate.com: 56
- csoonline.com: 54
- gane.ai/index: 48
- peerspot.com: 45
- guideflow.com: 44
- reddit.com: 41
- socradar.io: 41

### Pages cited

- https://startupstash.com/best-breach-and-attack-simulation-tools: 62
- https://csoonline.com/article/2132289/breach-and-attack-simulation-tools.html: 54
- https://g2.com/categories/breach-and-attack-simulation-bas: 43
- https://guideflow.com/blog/breach-and-attack-simulation-software: 43
- https://socradar.io/blog/top-10-breach-and-attack-simulation-bas-software-2024: 41
- https://techtarget.com/news/Pros-and-cons-of-7-breach-and-attack-simulation-tools/837268: 35
- https://guptadeepak.com/tools/top-5-breach-attack-simulation-tools-2026: 32
- https://www.gane.ai/index/it/security/breach-and-attack-simulation/smb: 28

## In its own words

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

- Positioning: the leading exposure validation platform, combining breach and attack simulation with attack path validation (https://safebreach.com/)
- For: enterprise customers (https://safebreach.com/)
- Customers named: Husch Blackwell, SoftServe Inc., Carlsberg

## What it publishes

Every page safebreach.com exposes, read 2026-09-29: 1547 addresses. By kind, pages and the last 90 days:

- blog: 458 pages, 8 in the last 90 days, latest 2026-09-23
- case study: 16 pages, 1 in the last 90 days, latest 2026-09-22
- webinar or virtual event: 63 pages, 1 in the last 90 days, latest 2026-07-27
- conference or event: 32 pages, 0 in the last 90 days, latest 2025-11-19
- report or ebook: 28 pages, 0 in the last 90 days, latest 2026-06-24
- comparison: 4 pages, 0 in the last 90 days, latest 2026-02-23
- glossary or explainer: 25 pages, 6 in the last 90 days, latest 2026-08-04
- podcast or video: 140 pages, 17 in the last 90 days, latest 2026-09-17
- news or press: 359 pages, 2 in the last 90 days, latest 2026-07-28
- Recent: 2026-09-23 blog: Google ai breach proves continuous validation https://www.safebreach.com/blog/google-ai-breach-proves-continuous-validation
- Recent: 2026-09-22 case study: Fortune 50 energy ot security validation case study https://www.safebreach.com/case-studies/fortune-50-energy-ot-security-validation-case-study
- Recent: 2026-09-18 blog: Ai powered ransomware attacks ciso response https://www.safebreach.com/blog/ai-powered-ransomware-attacks-ciso-response
- Recent: 2026-09-17 podcast or video: Iran cognitive warfare command room ai propaganda https://www.safebreach.com/podcast/iran-cognitive-warfare-command-room-ai-propaganda
- Recent: 2026-09-17 blog: Safebreach coverage for chosen brick iranian spyware advisory https://www.safebreach.com/blog/safebreach-coverage-for-chosen-brick-iranian-spyware-advisory
- Recent: 2026-09-16 podcast or video: Ai harness never checked its work https://www.safebreach.com/podcast/ai-harness-never-checked-its-work

## 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.