Zero of twelve models named LogicGate Risk Cloud first on the direct prompt; one named Onspring. LogicGate Risk Cloud was named by ten of the twelve models and Onspring by six and LogicGate Risk Cloud carries 17 labels and Onspring 10, so the shares are not directly comparable.
Named in one category 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 twelve 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 |
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. Four of five in this category shown.
“Workiva, AuditBoard, LogicGate – Overkill, quote-only, and almost always over $40k/year.” DeepSeek V4 Flash · budget prompt · hard negative
“LogicGate is widely regarded as a leader in automating the "GRC lifecycle."” GLM 4.7 FlashX · comparative prompt · first choice
“LogicGate or Hyperproof are the strongest value picks” DeepSeek V4 Flash · paraphrase prompt · first choice
“## My Top Recommendation: LogicGate Risk Cloud” Kimi K2 · paraphrase prompt · first choice
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 (Best Overall for Mid-Market)” Qwen 3.7 Flash · direct prompt · first choice
“Several reviewers highlight these as the sweet spot: a modern UI, no-code configurability, reasonable cost” DeepSeek V4 Flash · paraphrase prompt · alternative
“If you need broader risk management beyond SOX, Onspring or AuditBoard are safer long-term bets.” Kimi K2 · 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.