Five of fourteen models named ZenGRC first on the direct prompt; zero named Secureframe. ZenGRC was named by ten of the fourteen models and Secureframe by nine and ZenGRC carries 29 labels and Secureframe 17, so the shares are not directly comparable.
Named in two 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 GRC platforms page.
| 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. Six of six in this category shown.
“Lower-tier option; generally overshadowed by competitors with better usability.” DeepSeek V4 Flash · negative prompt · soft negative
“have high presence but inconsistent satisfaction; small samples hide issues” Grok 4.1 Fast · negative prompt · soft negative
“Inadequate/limited reporting capabilities (frequently cited)” Kimi K2 · negative prompt · soft negative
“Best Overall for B2B Tech/SaaS Companies: ZenGRC ... frequently cited as the leading choice specifically for the mid-market segment” Qwen 3.7 Flash · direct prompt · first choice
“ZenGRC and AuditBoard are top choices due to their balance of usability, scalability, and feature depth.” Mistral Small · direct prompt · first choice
“ZenGRC is the best overall choice due to its balance of functionality, scalability, and ease of use.” Mistral Small · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Avoid: Tools like Vanta, Drata, or Secureframe.” GLM 4.7 FlashX · budget prompt · hard negative
“Secureframe — Best Overall Budget Option ... Go with Secureframe — it's the most cost-effective solution” DeepSeek V4 Flash · budget prompt · first choice
“Secureframe is positioned as the budget leader: "Best when budget is the hard constraint: Secureframe"” Muse Glimmer 30B · budget 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.