Zero of fourteen models named Atomic Red Team first on the direct prompt; zero named AttackIQ. Atomic Red Team was named by nine of the fourteen models and AttackIQ by fourteen and Atomic Red Team carries 11 labels and AttackIQ 47, so the shares are not directly comparable.
Named in one category 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 November 2026 Edition, Atomic Red Team and AttackIQ were named in the same answer fourteen times, of the 28 answers naming Atomic Red Team and the 155 naming AttackIQ. In those answers AttackIQ took the first choice two times and Atomic Red Team one.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Four of five in this category shown.
“can supplement but usually lack the enterprise polish, automation, reporting, and support a 500-person company needs” Grok 4.20 · scale prompt · soft negative
“Very limited budget + technical team | Atomic Red Team + Caldera | Free, powerful, but requires expertise” Kimi K2 · budget prompt · first choice
“Start free: Deploy Atomic Red Team or MITRE Caldera to establish baseline testing” MiniMax M2.5 · budget prompt · first choice
“I'd recommend starting with the free open-source tools (Atomic Red Team + MITRE Caldera)” GLM 4.7 FlashX · budget 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.
“Criticisms include potential unsuitability for very large enterprises in some older reviews, and calls for better AI integration or documentation.” Grok 4.20 · negative prompt · soft negative
“A few (like AttackIQ) have limited free/low-cost tiers, but they don't match the flexibility of open-source” Grok 4.20 · budget prompt · soft negative
“questioned suitability for some larger environments. Validate scalability, architecture, and performance” Perplexity Sonar · negative prompt · soft negative
“AttackIQ is strongly associated with the original BAS category and still emphasizes continuous security control validation” GPT-5.4 mini · comparative prompt · first choice
“Top Pick: AttackIQ (Flex Model) ... widely considered the best option for companies trying to balance cost with functionality” Qwen 3.7 Flash · budget prompt · first choice
“Choose Cymulate/Picus/SafeBreach/AttackIQ when the priority is continuous, repeatable control validation” Muse Glimmer 30B · 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.