Astra Security vs Bishop Fox
Two of fourteen models named Astra Security first on the direct prompt; one named Bishop Fox. Astra Security was named by twelve of the fourteen models and Bishop Fox by eleven and Astra Security carries 24 labels and Bishop Fox 13, so the shares are not directly comparable.
Named in three categories 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
Astra SecurityFirst choices, of fourteen modelsBishop Fox
Across every category in the November 2026 Edition, Astra Security and Bishop Fox were named in the same answer fifteen times, of the 88 answers naming Astra Security and the 50 naming Bishop Fox. In those answers Bishop Fox took the first choice two times and Astra Security seven.
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 Bishop Fox first choice named as an alternative argued againstblank: not namedEach cell is one answer, Astra Security on the left and Bishop Fox on the right.The direct prompt
Astra Security first, Bishop Fox not the choice
2 of 14 modelsBishop Fox was named in the answer but not as the choice, or not at all.Bishop Fox first, Astra Security not the choice
1 of 14 modelsAstra Security was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
10 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
Astra Security17%#2 of 8Bishop Fox0%#– of 8Astra Security16%#2 of 12Bishop Fox2%#6 of 12Bishop Fox12%#4 of 12Astra Security2%#– 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 Bishop Fox
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five 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
“widely regarded as one of the most technically capable boutique firms” Qwen 3.7 Flash · direct prompt · first choice
“High-risk, custom engagements | Specialist offensive-security consultancy focused on deep manual testing” Perplexity Sonar · comparative prompt · alternative
“Recognized for technical depth, manual testing, and a strong reputation in the security community.” Mistral Small · comparative prompt · alternative
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.