Eight of fourteen models named Cymulate first on the direct prompt; zero named AttackIQ. Cymulate was named by fourteen of the fourteen models and AttackIQ by twelve and Cymulate carries 53 labels and AttackIQ 38, so the shares are not directly comparable.
Named in three categories this edition.
Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the breach and attack simulation page.
Across every category in the October 2026 Edition, Cymulate and AttackIQ were named in the same answer 113 times, of the 169 answers naming Cymulate and the 131 naming AttackIQ. In those answers AttackIQ took the first choice thirteen times and Cymulate thirty-three.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“some enterprise users have noted that its dynamic reporting, user interface complexity, and third-party SIEM/EDR integrations can occasionally be unstable” Gemini 3.5 Flash · negative prompt · soft negative
“Integration Stability: Users frequently cite "integration issues" as a hurdle... Be cautious if your primary goal is automated remediation” Qwen 3.7 Flash · negative prompt · soft negative
“Industry-standard vendors like Cymulate or Pentera typically charge $50k–$100k+ annually, making them inaccessible for tight budgets.” Qwen 3.7 Flash · budget prompt · soft negative
“Choose Cymulate or SafeBreach if you want a reliable, easy-to-use, and highly visible metric of overall security posture” Gemini 3.5 Flash · comparative prompt · first choice
“Cymulate is one of the most widely deployed BAS platforms, known for its broad enterprise validation capabilities.” DeepSeek V4 Flash · comparative prompt · first choice
“opt for "automated security validation" or highly-automated BAS vendors (e.g., Cymulate, Pentera, Picus, or Horizon3)” Gemini 3.5 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid: AttackIQ and SafeBreach tend to be priced higher and are better suited for larger enterprises” Kimi K2 · direct prompt · hard negative
“some reviewers noted it might not be suitable for larger companies due to potential scalability issues or management complexity” Mistral Small · negative prompt · soft negative
“Widely respected for its alignment with the MITRE ATT&CK framework, but criticized for having a steeper learning curve.” Gemini 3.5 Flash · negative prompt · soft negative
“I'd usually recommend AttackIQ as the best all-around security control validation / breach-and-attack simulation tool.” GPT-5.4 mini · paraphrase prompt · first choice
“1. AttackIQ - Focus: Continuous security validation and threat-informed defense.” Mistral Small · comparative prompt · first choice
“start with AttackIQ for adversary emulation” GPT-6 Luna · comparative prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.