# FloQast vs Optro: 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; two named Optro. Page: https://finance-ai-index.com/tax/internal-controls-and-sox/floqast-vs-optro/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| FloQast | 25% | #1 of 16 | 4% | 28 | 13 of 14 |
| Optro | 6% | #5 of 16 | 27% | 15 | 9 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)
- Gemini 3.5 Flash: optro first (first choices: Optro) (alternatives: FloQast, Pathlock, Scytale, Vanta, Workiva)
- GPT-6 Luna: optro first (first choices: Optro) (alternatives: FloQast, Workiva)
- Claude Haiku 4.5: neither first, one named (alternatives: BlackLine, FloQast, HighRadius, LogicGate Risk Cloud, Scytale)
- 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 Optro

- "What to Avoid on a Budget - AuditBoard/Optro \u2014 custom pricing, typically enterprise-level" (DeepSeek V4 Flash, budget prompt, hard negative)
- "typically starts at $25,000–$50,000 per year based on brokered contract medians, which is often too steep for SMBs or startups" (Grok 4.1 Fast, budget prompt, soft negative)
- "expensive suites like AuditBoard/Optro or Workiva may be overkill before you've established basic IT general controls" (Kimi K2, negative prompt, soft negative)
- "Best For: Mid-market to large enterprises seeking a unified "single source of truth" connecting internal audit, SOX compliance, IT risk, and enterprise risk." (Gemini 3.5 Flash, comparative prompt, first choice)
- "Best Overall for Risk & Audit Workflows: Optro (formerly AuditBoard) ... is the industry gold standard." (Gemini 3.5 Flash, direct prompt, first choice)
- "The most common mid-market pick for a full control lifecycle is Optro, formerly AuditBoard." (Muse Glimmer 30B, paraphrase prompt, first choice)

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.