Eleven of fourteen models named Vanta first on the direct prompt; zero named Secureframe. Both were named by all fourteen models and Vanta carries 67 labels and Secureframe 50, so the shares are not directly comparable.
Named in seven categories this edition.
Named in eight 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 November 2026 Edition, Vanta and Secureframe were named in the same answer 236 times, of the 436 answers naming Vanta and the 274 naming Secureframe. In those answers Secureframe took the first choice eight times and Vanta eighty-three.
| 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 |
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. Five of five in this category shown.
“What to Avoid If Budget Is Tight… Vanta (~$10K–$35K+/yr)” Muse Glimmer 30B · negative prompt · hard negative
“Avoid platforms like Vanta, Drata, or Secureframe initially” MiniMax M2.5 · budget prompt · hard negative
“Vanta and Drata are often the first stop if you want to automate evidence collection, monitor controls continuously, and get audit-ready quickly.” GPT-5.4 mini · comparative prompt · first choice
“If you're a small startup getting SOC 2 for the first time: Vanta or Secureframe offer the fastest time-to-certification with guided support.” DeepSeek V4 Flash · comparative prompt · first choice
“For enterprises needing the broadest framework coverage and integration ecosystem: Vanta is usually the most comprehensive option.” GLM 4.7 FlashX · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“A Reddit thread titled “Avoid Secureframe” claims: “Very unprofessional organization.”” Muse Glimmer 30B · negative prompt · hard negative
“Avoid platforms like Vanta, Drata, or Secureframe initially” MiniMax M2.5 · budget prompt · hard negative
“Smaller native integration library than Vanta/Drata. If your tech stack uses niche or legacy tools, expect manual evidence uploads.” Gemini 3.5 Flash · negative prompt · soft negative
“If I had to pick one default recommendation for a mid-sized B2B company, I'd lean Secureframe for the typical mid-market buyer” GPT-5.4 mini · paraphrase prompt · first choice
“Vanta or Secureframe offer the fastest time-to-certification with guided support.” DeepSeek V4 Flash · comparative prompt · first choice
“Top Recommendation: Drata or Secureframe” Kimi K2 · paraphrase 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.