Nine of twelve models named Drata first on the direct prompt; seven named Vanta. Both were named by all twelve models and both carry 59 labels, so the shares below are directly comparable.
Named in five 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 twelve 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.
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. Six of seven in this category shown.
“Avoid: Enterprise tools like Vanta/Drata (higher cost, sales-led pricing).” Grok 4.1 Fast · budget prompt · hard negative
“Avoid Vanta or Drata if budget is the main constraint” Perplexity Sonar · budget prompt · hard negative
“Well-known giants in the space (like Vanta and Drata) are incredibly popular, but they frequently draw complaints from users regarding pricing structures and framework scaling.” Gemini 3.5 Flash · negative prompt · soft negative
“Drata is Vanta’s closest competitor and has grown rapidly by prioritizing deep, granular control, customizability, and automated testing.” Gemini 3.5 Flash · comparative prompt · first choice
“*Yes:* Drata is the top choice. Your technical team will love the customization, API access, and control ownership features.” Gemini 3.5 Flash · direct prompt · first choice
“For mid-sized companies specifically, Drata appears to offer the best balance of automation, ease of use, and scalability” Claude Haiku 4.5 · paraphrase 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.
“Avoid: Enterprise tools like Vanta/Drata (higher cost, sales-led pricing).” Grok 4.1 Fast · budget prompt · hard negative
“Avoid Vanta or Drata if budget is the main constraint” Perplexity Sonar · budget prompt · hard negative
“For most mid-sized B2B companies today, Vanta is the default recommendation for getting a SOC 2 Type 1 report completed as fast as possible” Qwen 3.7 Flash · paraphrase prompt · first choice
“Vanta wins on breadth (widest integrations + auditor network, hourly monitoring) → best default for a fast first audit” DeepSeek V4 Flash · comparative prompt · first choice
“Vanta is the most recognized brand in the category... Choose Vanta if your primary goal is to satisfy enterprise prospects” Gemini 3.5 Flash · comparative prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.