Breach and attack simulation · RankedSafeBreach
SafeBreach is a breach and attack simulation platform used for continuous validation and testing of security controls · safebreach.com ↗
Strongest at enterprise. Ranked 25 of 85 for mid-market buyers.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Vanta is first at 20%.
Cymulate is first at 35%. 0 of 14 models made it the first choice when asked directly.
Cymulate is first at 27%.
Why models recommend it
“Look at Cymulate or SafeBreach. They offer large threat libraries, turn-key setups, and solid executive reporting”Gemini 3.5 Flash · Comparative question · first choice
“Choose Cymulate/Picus/SafeBreach/AttackIQ when the priority is continuous, repeatable control validation”Muse Glimmer 30B · Comparative question · first choice
“known for its ease of deployment and use, often highlighted as one of the most straightforward BAS solutions to implement”Qwen 3.7 Flash · Comparative question · alternative
“Suited for enterprises needing highly realistic, up-to-date simulations based on actual threat data.”Grok 4.20 · Comparative question · alternative
What gives them pause
“Approach SafeBreach with the most caution based on the convergence of reported complexity, deployment issues, cost concerns, and marketing/reality gaps.”DeepSeek V4 Flash · Negative question · warning
“What to Avoid: SafeBreach (~$50K+/year) ... likely overkill for mid-sized budgets”Kimi K2 · Paraphrase question · warning
“Avoid committing immediately to platforms such as SafeBreach, Pentera, or Mandiant”Perplexity Sonar · Budget-constrained question · warning
“Market data indicates a ~63% negative feedback rate in the mid-market segment.”Qwen 3.7 Flash · Negative question · warning
Also on the shortlist
The products named in the same answers as SafeBreach, over the 162 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 149 | 44 | View → | |
| 134 | 10 | View → | |
| 132 | 25 | View → | |
| 108 | 6 | View → | |
| 48 | 0 | View → | |
| 43 | 0 | View → | |
| 25 | 1 | View → | |
| 24 | 5 | View → | |
| 20 | 2 | View → | |
| 18 | 11 | View → |
What the models named instead of SafeBreach →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on SafeBreach's own site, not checked by Gane.
- For
- enterprise customers
- Customers named
- Husch Blackwell, SoftServe Inc., Carlsberg
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 149 of the 162 answers that named SafeBreach and are not a share of its labels.
Domains cited
493 of the 541 domain citations in answers naming SafeBreach came from a third party's page. Forty-eight were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages cited
Pages are listed as the models cited them.
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 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 458 | 8 | 2026-09-23 | EDR, XDR | |
| News or press | 359 | 2 | 2026-07-28 | EDR, MFA | |
| Podcast or video | 140 | 17 | 2026-09-17 | ||
| Webinar or virtual event | 63 | 1 | 2026-07-27 | ||
| Conference or event | 32 | 0 | 2025-11-19 | ||
| Report or ebook | 28 | 0 | 2026-06-24 | SASE | |
| Glossary or explainer | 25 | 6 | 2026-08-04 | ||
| Case study | 16 | 1 | 2026-09-22 | ||
| Comparison | 4 | 0 | 2026-02-23 |
Most recent
- 2026-09-23Google ai breach proves continuous validation blog
- 2026-09-22Fortune 50 energy ot security validation case study case study
- 2026-09-18Ai powered ransomware attacks ciso response blog
- 2026-09-17Iran cognitive warfare command room ai propaganda podcast or video
- 2026-09-17Safebreach coverage for chosen brick iranian spyware advisory blog
- 2026-09-16Ai harness never checked its work podcast or video
How it is countedHide how it is counted
Every page safebreach.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.