| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Compliance automation | Security operations | 4% | 7 of 54 | 0% | 7 | under 10 labels · led by Drata at 37% |
| Cloud security posture management | Cloud and infrastructure | 0% | 19 of 53 | 0% | 2 | under 10 labels · led by Wiz at 43% |
| GRC platforms | Security operations | 0% | 44 of 77 | 0% | 1 | under 10 labels · led by Vanta at 14% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 1 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.1 Fast | 0 | 2 | 1 | 0 | 3 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“Scrut Automation offers the best long-term value if you anticipate needing multiple frameworks” Qwen 3.7 Flash · Compliance automation · budget prompt · first choice
“Scrut Automation: Best for Multi-Framework Budgets ... is highly cost-effective.” Gemini 3.5 Flash · Compliance automation · budget prompt · first choice
“Choose Scrut Automation if your cloud security goals are specifically driven by the need to pass a compliance audit.” Gemini 3.5 Flash · CSPM · budget prompt · alternative
“Scrut positioned for small and mid-sized businesses seeking compliance-focused CSPM” Perplexity Sonar · CSPM · budget prompt · alternative
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 32 of the 37 answers that named Scrut Automation and are not a share of its labels.
108 of the 108 domain citations in answers naming Scrut Automation 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 Scrut Automation'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 Scrut Automation, 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 scrut.io 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.