Two of fourteen models named Drata first on the direct prompt; two named LogicGate. Drata was named by fourteen of the fourteen models and LogicGate by ten and Drata carries 50 labels and LogicGate 22, so the shares are not directly comparable.
Named in seven 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.
Across every category in the October 2026 Edition, Drata and LogicGate were named in the same answer forty-nine times, of the 413 answers naming Drata and the 99 naming LogicGate. In those answers LogicGate took the first choice one time and Drata fifteen.
| 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. Two of two in this category shown.
“Avoid: Tools like Vanta, Drata, or Secureframe.” GLM 4.7 FlashX · budget prompt · hard negative
“Drata automates 90%+ of controls and starting from approximately $15,000/year, is often the best value for mid-market companies” Claude Haiku 4.5 · direct 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.