# AuditBoard vs Drata: which do AI models recommend for internal controls, October 2026

Finance AI Recommendation Index, October 2026 Edition, Internal controls and SOX. Two of fourteen models named AuditBoard first on the direct prompt; zero named Drata. Page: https://finance-ai-index.com/tax/internal-controls-and-sox/auditboard-vs-drata/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| AuditBoard | 12% | #2 of 16 | 24% | 33 | 14 of 14 |
| Drata | 2% | #8 of 16 | 18% | 17 | 8 of 14 |

## The direct prompt, model by model

- GPT-5.4 mini: auditboard first (first choices: AuditBoard) (alternatives: Vanta, Workiva)
- Mistral Small: auditboard first (first choices: AuditBoard, FloQast) (alternatives: Complies.ai, Scytale)
- Grok 4.1 Fast: neither first, one named (first choices: FloQast) (alternatives: AuditBoard, BlackLine)
- Qwen 3.7 Flash: neither first, one named (first choices: FloQast) (alternatives: AuditBoard, Scytale)
- MiniMax M2.5: neither first, one named (first choices: FloQast) (alternatives: AuditBoard, Workiva)
- Muse Glimmer 30B: neither first, one named (first choices: FloQast) (alternatives: AuditBoard, HighRadius, Hyperproof, Onspring, Scytale)
- Claude Haiku 4.5: neither named (alternatives: BlackLine, FloQast, HighRadius, LogicGate Risk Cloud, Scytale)
- Gemini 3.5 Flash: neither named (first choices: Optro) (alternatives: FloQast, Pathlock, Scytale, Vanta, Workiva)
- Perplexity Sonar: neither named (first choices: FloQast) (alternatives: Netwrix Auditor, Optro, Scytale)
- DeepSeek V4 Flash: neither named (first choices: FloQast) (alternatives: BlackLine, Hyperproof, Workiva)
- Llama 4 Maverick: neither named (first choices: FloQast, Scytale)
- Kimi K2: neither named (first choices: FloQast) (alternatives: Hyperproof, Onspring, Workiva)
- GLM 4.7 FlashX: neither named (first choices: FloQast) (alternatives: Hyperproof, NAVEX One, Onspring, Workiva)
- GPT-6 Luna: neither named (first choices: Optro) (alternatives: FloQast, Workiva)

## What the models said about AuditBoard

- "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

- "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)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.