Three of fourteen models named AuditBoard first on the direct prompt; zero named Hyperproof. AuditBoard was named by fourteen of the fourteen models and Hyperproof by nine and AuditBoard carries 42 labels and Hyperproof 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.
Across every category in the November 2026 Edition, AuditBoard and Hyperproof were named in the same answer twenty-three times, of the 105 answers naming AuditBoard and the 39 naming Hyperproof. In those answers Hyperproof took the first choice two times and AuditBoard ten.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Six of seven in this category shown.
“Most enterprise solutions (Workiva, AuditBoard/Optro, Diligent) don't publish pricing and are likely overkill for mid-market budgets” Kimi K2 · direct prompt · soft negative
“Be cautious with: Workiva, MetricStream, IBM OpenPages, and AuditBoard (for smaller organizations).” Kimi K2 · negative prompt · soft negative
“quote-based and typically start in the tens of thousands per year” Muse Glimmer 30B · budget prompt · soft negative
“Choose AuditBoard (Optro) if your Internal Audit team is driving the tool purchase and needs an intuitive, audit-first workpaper and SOX management platform.” Gemini 3.5 Flash · comparative prompt · first choice
“described as a leading cloud-based platform that automates, collaborates and reports in real-time on critical risk, audit and compliance workflows” Muse Glimmer 30B · comparative prompt · first choice
“If you are a standard B2B services or logistics company looking to clean up your financial controls and audit readiness, go with AuditBoard.” Qwen 3.7 Flash · 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.
“like FloQast, AuditBoard/Optro, or Hyperproof” DeepSeek V4 Flash · scale prompt · first choice
“My default recommendation: Hyperproof” GPT-6 Luna · paraphrase prompt · first choice
“For B2B SaaS companies looking to reduce manual evidence gathering across IT and financial controls, Hyperproof is typically the best fit.” Gemini 3.5 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.