Zero of fourteen models named Secureframe first on the direct prompt; two named LogicGate. Secureframe was named by nine of the fourteen models and LogicGate by ten and Secureframe carries 17 labels and LogicGate 22, so the shares are not directly comparable.
Named in four categories this edition.
Named in five 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 four in this category shown.
“good platforms, but typically positioned for larger programs and higher price points” GPT-5.4 mini · budget prompt · soft negative
“If you want the best balance of capability + usability + mid-market fit, start with LogicGate.” GPT-5.4 mini · direct prompt · first choice
“For broader GRC (risk + audit + governance): LogicGate or ZenGRC—configurable without coding.” Grok 4.1 Fast · direct prompt · first choice
“Consider modern alternatives — Newer platforms (LogicGate, Onspring, Drata, Vanta) trade some depth for faster time-to-value” Kimi K2 · negative 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.