Zero of fourteen models named Secureframe first on the direct prompt; one named LogicGate Risk Cloud. Secureframe was named by nine of the fourteen models and LogicGate Risk Cloud by ten and Secureframe carries 17 labels and LogicGate Risk Cloud 16, so the shares are not directly comparable.
Named in four 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Higher price range ($25K–$150K+/year) ... Better suited for very complex enterprise risk programs” GLM 4.7 FlashX · paraphrase prompt · soft negative
“LogicGate Risk Cloud is frequently cited as an excellent choice for mid-sized companies.” Claude Haiku 4.5 · paraphrase prompt · first choice
“Frequently positioned as the mid-market / configurable workflow option.” Muse Glimmer 30B · direct prompt · first choice
“If you need deeper configurable GRC workflows with governance and risk management, LogicGate or ZenGRC are excellent choices.” DeepSeek V4 Flash · direct prompt · alternative
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.