Zero of fourteen models named Synack first on the direct prompt; two named UnderDefense. Synack was named by fourteen of the fourteen models and UnderDefense by seven and Synack carries 29 labels and UnderDefense 11, so the shares are not directly comparable.
Named in two categories this edition.
Named in four 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 penetration testing as a service 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 4.1 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 six in this category shown.
“Choose Synack if you want a crowdsourced model and are willing to validate scope and pricing more carefully” Perplexity Sonar · paraphrase prompt · soft negative
“often more suited to larger enterprises or those with more complex needs” Mistral Small · paraphrase prompt · soft negative
“More enterprise-focused, higher cost/complexity.” Grok 4.1 Fast · paraphrase prompt · soft negative
“The best penetration testing service for a company with a limited budget is Synack, which offers penetration testing as a service starting at $119/month.” Llama 4 Maverick · budget prompt · first choice
“Offers continuous AI-driven penetration testing starting at $119/month, making it one of the most affordable options” Mistral Small · budget prompt · first choice
“Synack tops the list because it combines an elite human red team with agentic AI inside a single platform” Claude Haiku 4.5 · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“I'd recommend BreachLock or UnderDefense as they specifically target mid-market companies” MiniMax M2.5 · direct prompt · first choice
“UnderDefense or Cobalt offer the best balance of pricing, quality, and scalability” GLM 4.7 FlashX · direct 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.