Four of fourteen models named NodeZero first on the direct prompt; zero named Pentera. NodeZero was named by nine of the fourteen models and Pentera by thirteen and NodeZero carries 14 labels and Pentera 32, 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.
Across every category in the October 2026 Edition, NodeZero and Pentera were named in the same answer twelve times, of the 34 answers naming NodeZero and the 103 naming Pentera. In those answers Pentera took the first choice zero times and NodeZero four.
| Model | DirectNO | ParaphraseNO | ComparativeNO | Budget-constrainedNO | Scale-constrainedNO | NegativeNO |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | NO | NO | NO | |||
| Grok 4.1 Fast | NO | |||||
| Mistral Small | NO | |||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | NO | |||||
| Qwen 3.7 Flash | NO | |||||
| Kimi K2 | NO | NO | ||||
| GLM 4.7 FlashX | NO | |||||
| MiniMax M2.5 | NO | |||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | NO |
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. Three of four in this category shown.
“Choose NodeZero or Pentera if you want highly automated attack emulation that can quickly surface exploitable paths.” Perplexity Sonar · comparative prompt · first choice
“The best breach and attack simulation platform for a company with a limited budget is NodeZero or Picus Security” 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.
“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
“positioned more toward enterprise deployments, and review data suggests smaller orgs often run into pricing/contract challenges” GPT-5.4 mini · budget prompt · soft negative
“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
“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
“I'd recommend Pentera (formerly Pcysys) as a top security control validation tool.” Grok 4.1 Fast · paraphrase prompt · first choice
“I would recommend Pentera if your primary goal is security control validation” Perplexity Sonar · paraphrase 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.