AuditBoard vs Workiva
Three of fourteen models named AuditBoard first on the direct prompt; two named Workiva. Both were named by all fourteen models and AuditBoard carries 42 labels and Workiva 51, so the shares are not directly comparable.
Named in three categories this edition.
Named in nine 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 Internal controls and SOX page.
By framing
AuditBoardFirst choices, of fourteen modelsWorkiva
Across every category in the November 2026 Edition, AuditBoard and Workiva were named in the same answer ninety-one times, of the 105 answers naming AuditBoard and the 539 naming Workiva. In those answers Workiva took the first choice nine times and AuditBoard twenty-nine.
Every model, every framing
| 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 | | | | |
AuditBoard Workiva first choice named as an alternative argued againstblank: not namedEach cell is one answer, AuditBoard on the left and Workiva on the right.The direct prompt
AuditBoard first, Workiva an alternative
3 of 14 modelsWorkiva was named in the answer but not as the choice, or not at all.Workiva first, AuditBoard not the choice
2 of 14 modelsAuditBoard was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
AuditBoard2%#9 of 14Workiva2%#10 of 14AuditBoard17%#2 of 18Workiva9%#3 of 18AuditBoard23%#2 of 14Workiva23%#1 of 14What the models said about AuditBoard
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
What the models said about Workiva
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 starting with Workiva, Optro/AuditBoard, or Diligent unless the company needs a full enterprise SOX” Perplexity Sonar · budget prompt · hard negative
“I'd usually recommend Workiva if your main need is internal controls management tied to financial reporting/SOX-style workflows” GPT-5.4 mini · paraphrase prompt · first choice
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.