AuditBoard vs Drata
Two of fourteen models named AuditBoard first on the direct prompt; zero named Drata. AuditBoard was named by fourteen of the fourteen models and Drata by eight and AuditBoard carries 33 labels and Drata 17, 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 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 modelsDrata
Across every category in the October 2026 Edition, AuditBoard and Drata were named in the same answer twenty-five times, of the 104 answers naming AuditBoard and the 47 naming Drata. In those answers Drata took the first choice six times and AuditBoard six.
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 4.1 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 | | |
AuditBoard Drata first choice named as an alternative argued againstblank: not namedEach cell is one answer, AuditBoard on the left and Drata on the right.The direct prompt
AuditBoard first, Drata not the choice
2 of 14 modelsDrata was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
8 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
AuditBoard12%#2 of 16Drata2%#8 of 16AuditBoard23%#1 of 11Drata0%#– of 11What the models said about AuditBoard
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“What to Avoid on a Budget - AuditBoard/Optro \u2014 custom pricing, typically enterprise-level” DeepSeek V4 Flash · budget prompt · hard negative
“What I'd Avoid for a Mid-Sized B2B Company ... often overkill for mid-market companies” Kimi K2 · paraphrase prompt · hard negative
“AuditBoard and Workiva are excellent, but their public materials and category positioning are much more enterprise-oriented” GPT-5.4 mini · budget prompt · soft negative
“Highly popular for mid-market and scaling pre-IPO/public companies. It is purpose-built for audit, incredibly user-friendly for control owners, and loved by external auditors.” Gemini 3.5 Flash · scale prompt · first choice
“Choose AuditBoard if your internal auditors are tired of spreadsheets and need a user-friendly tool to test controls.” DeepSeek V4 Flash · comparative prompt · first choice
“the undisputed gold standard for mid-market to enterprise teams managing internal audit, SOX compliance, and risk” Gemini 3.5 Flash · paraphrase prompt · first choice
What the models said about Drata
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.