Zero of fourteen models named Atomic Red Team first on the direct prompt; zero named Pentera. Atomic Red Team was named by nine of the fourteen models and Pentera by fourteen and Atomic Red Team carries 11 labels and Pentera 39, so the shares are not directly comparable.
Named in one category this edition.
Named in three 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.
| 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.
“Received a 70% negative rate in small business recommendations, indicating significant user dissatisfaction” Mistral Small · negative prompt · hard negative
“Avoid committing immediately to platforms such as SafeBreach, Pentera, or Mandiant” Perplexity Sonar · budget prompt · hard negative
“What to avoid if budget is tiny - Pentera (~$75k+/year)” DeepSeek V4 Flash · budget prompt · hard negative
“I recommend Pentera as the top security control validation tool for a mid-sized B2B company.” Grok 4.20 · paraphrase prompt · first choice
“Pentera: Highly automated, focuses heavily on remediation workflows and risk scoring.” Qwen 3.7 Flash · scale prompt · first choice
“Pentera (formerly Pcysys) built its platform around automated, agentless validation of internal and external attack surfaces” Claude Haiku 4.5 · direct prompt · alternative
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.