Nine of fourteen models named Drata first on the direct prompt; one named Secureframe. Both were named by all fourteen models and Drata carries 63 labels and Secureframe 53, so the shares are not directly comparable.
Named in seven categories this edition.
Named in four 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 compliance automation page.
Across every category in the October 2026 Edition, Drata and Secureframe were named in the same answer 205 times, of the 413 answers naming Drata and the 244 naming Secureframe. In those answers Secureframe took the first choice nine times and Drata forty-nine.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“What to Avoid If Budget Is Tight ... Drata (~$7.5K–$15K+/yr)” Kimi K2 · budget prompt · hard negative
“Drata is the strongest all-around recommendation for mid-market scale, cross-framework automation, and proven audit workflow experience.” DeepSeek V4 Flash · direct prompt · first choice
“Go with Drata if you have a strong engineering team; go with Vanta if you have a standard SaaS-heavy stack and want speed.” Gemini 3.5 Flash · paraphrase prompt · first choice
“Consider vendors like Vanta, Drata, Secureframe, or similar platforms that specialize in mid-market compliance automation” GLM 4.7 FlashX · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“and Secureframe are powerful but generally priced for venture-backed startups” Kimi K2 · budget prompt · hard negative
“even capable tools like Vanta, Drata, Secureframe, and Sprinto require significant internal investment to operate effectively” Perplexity Sonar · negative prompt · soft negative
“Limited customization options are frustrating, particularly for complex workflows and specific regional requirements.” Claude Haiku 4.5 · negative prompt · soft negative
“Best overall for limited budget: Secureframe — often positioned as the more budget-conscious choice for early-stage companies” GPT-5.4 mini · budget prompt · first choice
“Consider vendors like Vanta, Drata, Secureframe, or similar platforms that specialize in mid-market compliance automation” GLM 4.7 FlashX · scale 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.