Twelve of fourteen models named Cymulate first on the direct prompt; zero named AttackIQ. Both were named by all fourteen models and Cymulate carries 62 labels and AttackIQ 47, 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 November 2026 Edition, Cymulate and AttackIQ were named in the same answer 140 times, of the 191 answers naming Cymulate and the 155 naming AttackIQ. In those answers AttackIQ took the first choice eleven times and Cymulate forty-nine.
| 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. Six of eight in this category shown.
“What to avoid if budget is tiny - Cymulate (~$7,000/month = ~$84k/year)” DeepSeek V4 Flash · budget prompt · hard negative
“Other options to consider are Cymulate, Picus Security, SafeBreach, and Pentera, but they may have higher pricing.” Llama 4 Maverick · budget prompt · soft negative
“they tend to be more expensive and better suited for larger organizations with more robust budgets” Mistral Small · budget prompt · soft negative
“Cymulate and Picus Security are the top recommendations due to their strong market presence, ease of deployment, and comprehensive feature sets” Mistral Small · direct prompt · first choice
“Choose Cymulate/Picus/SafeBreach/AttackIQ when the priority is continuous, repeatable control validation mapped to MITRE ATT&CK” Muse Glimmer 30B · comparative prompt · first choice
“Cymulate is recommended for mid-market and enterprise teams that need a consolidated exposure score alongside simulation.” Claude Haiku 4.5 · direct 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.