| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Penetration testing as a service | Security operations | 13% | 2 of 76 | 0% | 26 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 1 | 0 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 2 | 1 | 0 | 3 |
| Mistral Small | 3 | 0 | 0 | 0 | 3 |
| DeepSeek V4 Flash | 2 | 2 | 0 | 0 | 4 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 0 | 1 | 0 | 2 |
| Kimi K2 | 1 | 1 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 0 | 2 |
| MiniMax M2.5 | 2 | 1 | 0 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“Astra Security and Cobalt.io are the most recommended due to their affordable pricing, flexible models, and comprehensive coverage” Mistral Small · PTaaS · budget prompt · first choice
“Astra Security is the safest single recommendation from these results because it is repeatedly framed as SMB-friendly” Perplexity Sonar · PTaaS · budget prompt · first choice
“Astra Security is often ranked as the best overall solution, particularly for modern engineering teams.” MiniMax M2.5 · PTaaS · comparative prompt · first choice
“Astra and Cobalt are especially well-regarded for their integration capabilities and scalability” Mistral Small · PTaaS · paraphrase prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 48 of the 56 answers that named Astra Security and are not a share of its labels.
247 of the 247 domain citations in answers naming Astra Security came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Astra Security's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Astra Security, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at astrasecurity.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.