One of fourteen models named NetSPI first on the direct prompt; zero named Intruder. NetSPI was named by twelve of the fourteen models and Intruder by eleven and NetSPI carries 22 labels and Intruder 13, so the shares are not directly comparable.
Named in two 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.
| 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. Five of six in this category shown.
“Better for complex, high-risk environments, but likely more than a typical mid-sized company needs initially” Perplexity Sonar · paraphrase prompt · soft negative
“traditional firms like Rapid7 or NetSPI might feel less "as-a-service" for ongoing needs” Grok 4.20 · paraphrase prompt · soft negative
“I'd generally recommend NetSPI if you want the safest "default" choice for a mature PTaaS program” GPT-5.4 mini · paraphrase prompt · first choice
“Choose Astra or NetSPI if you need a rigorous, manual audit that satisfies strict auditors” Qwen 3.7 Flash · comparative prompt · first choice
“NetSPI is a strong default choice for mid-market-to-enterprise buyers” GPT-5.4 mini · direct 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.