Zero of fourteen models named Onspring first on the direct prompt; zero named Drata. Onspring was named by eight of the fourteen models and Drata by eight and Onspring carries 14 labels and Drata 17, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category 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 Internal controls and SOX 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 four in this category shown.
“Onspring and LogicManager are particularly recommended due to their scalability, strong internal controls features” Mistral Small · paraphrase prompt · first choice
“### 1. Onspring - Specifically designed for mid-market companies (200-2,000 employees)” MiniMax M2.5 · paraphrase prompt · first choice
“I'd recommend Onspring as a strong internal controls management tool” Grok 4.1 Fast · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Drata \u2014 reported $7,500\u2013$100,000+/year” DeepSeek V4 Flash · budget prompt · hard negative
“Note: While great for IT, make sure they support the financial testing workflows your SOX auditors will require.” Gemini 3.5 Flash · scale prompt · soft negative
“compliance automation tools, not full control management suites” DeepSeek V4 Flash · paraphrase prompt · soft negative
“Choose Drata if your bottleneck is IT compliance and you want to automate evidence collection to save on labor costs.” Qwen 3.7 Flash · budget prompt · first choice
“Drata is specifically labeled mid-market in buyer guides” Muse Glimmer 30B · paraphrase prompt · alternative
“Best for compliance automation: Drata or Sprinto” GPT-5.4 mini · paraphrase 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.