Stingrai vs NetSPI
Zero of fourteen models named Stingrai first on the direct prompt; one named NetSPI. Stingrai was named by nine of the fourteen models and NetSPI by twelve and Stingrai carries 17 labels and NetSPI 22, so the shares are not directly comparable.
Named in one category this edition.
Named in two 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.
By framing
StingraiFirst choices, of fourteen modelsNetSPI
Across every category in the November 2026 Edition, Stingrai and NetSPI were named in the same answer eighteen times, of the 53 answers naming Stingrai and the 69 naming NetSPI. In those answers NetSPI took the first choice five times and Stingrai five.
Every model, every framing
| 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 | | | |
Stingrai NetSPI first choice named as an alternative argued againstblank: not namedEach cell is one answer, Stingrai on the left and NetSPI on the right.The direct prompt
NetSPI first, Stingrai not the choice
1 of 14 modelsStingrai was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Stingrai22%#1 of 8NetSPI0%#– of 8NetSPI30%#1 of 12Stingrai2%#– of 12What the models said about Stingrai
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
What the models said about NetSPI
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
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.