Two of fourteen models named Astra Security first on the direct prompt; zero named Intruder. Astra Security was named by twelve of the fourteen models and Intruder by eleven and Astra Security carries 24 labels and Intruder 13, so the shares are not directly comparable.
Named in three categories this edition.
Named in six 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.
Across every category in the November 2026 Edition, Astra Security and Intruder were named in the same answer fifty times, of the 88 answers naming Astra Security and the 298 naming Intruder. In those answers Intruder took the first choice four times and Astra Security eighteen.
| 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.
“the strongest general recommendation for a mid-sized B2B company is Astra Security or Cobalt.io” Qwen 3.7 Flash · paraphrase prompt · first choice
“Astra Security or Cobalt.io would be the best starting points for most mid-sized B2B companies” MiniMax M2.5 · paraphrase prompt · first choice
“Known for its all-in-one platform, ideal for modern engineering teams and DevSecOps integration.” Mistral Small · 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.
“Do you only want an automated scan (like Intruder or Acunetix)? *Warning: For true B2B credibility, you almost always need human-exploitable proof*” Qwen 3.7 Flash · paraphrase prompt · soft negative
“Automated (e.g., Intruder, Acunetix): Faster and cheaper but prone to false positives and misses business logic flaws.” Grok 4.20 · comparative prompt · soft negative
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.