Three of fourteen models named BreachLock first on the direct prompt; zero named Stingrai. BreachLock was named by twelve of the fourteen models and Stingrai by nine and BreachLock carries 36 labels and Stingrai 17, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category 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.
Across every category in the November 2026 Edition, BreachLock and Stingrai were named in the same answer thirty-three times, of the 87 answers naming BreachLock and the 53 naming Stingrai. In those answers Stingrai took the first choice seven times and BreachLock three.
| 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. Three of four in this category shown.
“BreachLock stands out as my top recommendation for a mid-sized B2B company seeking a Pentest-as-a-Service (PTaaS) provider.” Grok 4.20 · paraphrase prompt · first choice
“For continuous security: Use a PTaaS provider like BreachLock or Cobalt.io integrated into your DevOps cycle.” Kimi K2 · comparative prompt · first choice
“PTaaS platforms like Cobalt or BreachLock offer the best balance of quality, ongoing coverage, and retesting flexibility” MiniMax M2.5 · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Stingrai Autonomous $3,000 / Hybrid $6,800 is the most commonly cited published entry price with CREST accreditation.” Muse Glimmer 30B · budget prompt · first choice
“Raxis or Stingrai offer the best balance of real manual testing, transparent published pricing, and value” DeepSeek V4 Flash · budget prompt · first choice
“Stingrai (Top pick for very low budgets)” Grok 4.20 · budget 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.