# Hyperproof vs Workiva: which do AI models recommend for internal controls, September 2026

Finance AI Recommendation Index, September 2026 Edition, Internal controls and SOX. Zero of twelve models named Hyperproof first on the direct prompt; one named Workiva. Page: https://finance-ai-index.com/tax/internal-controls-and-sox/hyperproof-vs-workiva/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Hyperproof | 4% | #5 of 13 | 12% | 16 | 8 of 12 |
| Workiva | 2% | #7 of 13 | 12% | 33 | 12 of 12 |

## The direct prompt, model by model

- GPT-5.4 mini: workiva first (first choices: Workiva) (alternatives: AuditBoard, LogicGate Risk Cloud)
- Gemini 3.5 Flash: neither first, one named (first choices: Optro) (alternatives: FloQast, Hyperproof, Scytale, Workiva)
- DeepSeek V4 Flash: neither first, one named (first choices: FloQast) (alternatives: AuditBoard, Hyperproof, Onspring, Workiva)
- Qwen 3.7 Flash: neither first, one named (first choices: Onspring) (alternatives: Hyperproof, Scytale)
- Kimi K2: neither first, one named (first choices: FloQast) (alternatives: AuditBoard, Onspring, Workiva)
- GLM 4.7 FlashX: neither first, one named (first choices: AuditBoard, FloQast) (alternatives: Hyperproof, Mitti, NAVEX One, Workiva)
- Claude Haiku 4.5: neither named (first choices: AuditBoard) (alternatives: FloQast, Optro, Scytale)
- Perplexity Sonar: neither named (first choices: FloQast) (alternatives: AuditBoard, Optro)
- Grok 4.1 Fast: neither named (first choices: FloQast) (alternatives: AuditBoard, Onspring, VComply)
- Mistral Small: neither named (first choices: FloQast) (alternatives: HighRadius, Optro)
- Llama 4 Maverick: neither named (first choices: FloQast) (alternatives: HighRadius, Onspring)
- MiniMax M2.5: neither named (first choices: FloQast) (alternatives: Diligent One Platform, Optro, VComply)

## What the models said about Hyperproof

- "quote-based platforms (e.g., Drata ~$7.5K-$25K/year, Hyperproof $12K+)" (Grok 4.1 Fast, budget prompt, soft negative)
- "Hyperproof: ~$41,000/year ... you should avoid them" (DeepSeek V4 Flash, budget prompt, soft negative)
- "For a mid-sized B2B company, Hyperproof is the best balance of cost, ease of use, and feature depth." (GLM 4.7 FlashX, paraphrase prompt, first choice)
- "LogicGate or Hyperproof are the strongest value picks" (DeepSeek V4 Flash, paraphrase prompt, first choice)
- "If the IT Security / Engineering team owns ITGCs and you also need SOC 2: Go with Hyperproof or Scytale." (Gemini 3.5 Flash, direct prompt, alternative)

## What the models said about Workiva

- "Workiva, AuditBoard, LogicGate – Overkill, quote-only, and almost always over $40k/year." (DeepSeek V4 Flash, budget prompt, hard negative)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.
