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

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| FloQast | 25% | #1 of 16 | 4% | 28 | 13 of 14 |
| Drata | 2% | #8 of 16 | 18% | 17 | 8 of 14 |

## The direct prompt, model by model

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

## What the models said about FloQast

- "What to Avoid on a Budget - FloQast \u2014 from about $30,000/year" (DeepSeek V4 Flash, budget prompt, hard negative)
- "Start with FloQast if your SOX controls are embedded in your monthly financial close process and you want the fastest time-to-value" (Kimi K2, direct 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.