Three of fourteen models named Picus Security Validation Platform first on the direct prompt; zero named AttackIQ. Picus Security Validation Platform was named by fourteen of the fourteen models and AttackIQ by twelve and Picus Security Validation Platform carries 49 labels and AttackIQ 38, 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 October 2026 Edition, Picus Security Validation Platform and AttackIQ were named in the same answer ninety-nine times, of the 150 answers naming Picus Security Validation Platform and the 131 naming AttackIQ. In those answers AttackIQ took the first choice fifteen times and Picus Security Validation Platform eleven.
| 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 seven in this category shown.
“don't publish pricing and typically start at $30,000-$50,000+ annually, which may be prohibitive for smaller organizations” Kimi K2 · budget prompt · soft negative
“Picus (~$30K+/year) are more polished but exceed "limited budget"” Grok 4.1 Fast · budget prompt · soft negative
“Caution level: Moderate (UI and reporting friction).” DeepSeek V4 Flash · negative prompt · soft negative
“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
“is NodeZero or Picus Security, which offer cost-effective validation and automated testing with clear reporting” Llama 4 Maverick · budget prompt · first choice
“the most cost-effective breach and attack simulation (BAS) platforms are NodeZero and Picus Security” Mistral Small · 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.
“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.