Astra Security vs Stingrai
Two of fourteen models named Astra Security first on the direct prompt; zero named Stingrai. Astra Security was named by twelve of the fourteen models and Stingrai by nine and Astra Security carries 24 labels and Stingrai 17, so the shares are not directly comparable.
Named in three 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.
By framing
Astra SecurityFirst choices, of fourteen modelsStingrai
Across every category in the November 2026 Edition, Astra Security and Stingrai were named in the same answer twenty-eight times, of the 88 answers naming Astra Security and the 53 naming Stingrai. In those answers Stingrai took the first choice eight times and Astra Security eight.
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 | | | |
Astra Security Stingrai first choice named as an alternative argued againstblank: not namedEach cell is one answer, Astra Security on the left and Stingrai on the right.The direct prompt
Astra Security first, Stingrai an alternative
2 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
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 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 8Astra Security17%#2 of 8Astra Security16%#2 of 12Stingrai6%#4 of 12Astra Security2%#– of 12Stingrai2%#– of 12What the models said about Astra Security
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
What 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
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.