# Internal controls and SOX for small business buyers: what AI models recommend, September 2026

Gane Index, September 2026 Edition. Asked as "SOX compliance software" and as "internal controls management tool", six framings each, to twelve models with search on, on behalf of a small B2B company. Page: https://www.gane.ai/index/finance/tax/internal-controls-and-sox/2026-09/smb

This is the permanent record of the September 2026 Edition, published September 17, 2026 and superseded since. The current standing: https://www.gane.ai/index/finance/tax/internal-controls-and-sox/smb/index.md

**Standing:** Complies.ai leads with 14% of first choices; verdict contested. 49 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 2 | [Vanta](https://www.gane.ai/index/finance/vendors/vanta/index.md) | 10% | 9% | 33 |
| 3 | [Hyperproof](https://www.gane.ai/index/finance/vendors/hyperproof/index.md) | 10% | 19% | 21 |
| 4 | [Drata](https://www.gane.ai/index/finance/vendors/drata/index.md) | 8% | 8% | 36 |
| 5 | [Mitti](https://www.gane.ai/index/finance/vendors/mitti/index.md) | 6% | 0% | 13 |
| 7 | [QuickBooks](https://www.gane.ai/index/finance/vendors/quickbooks/index.md) | 4% | 0% | 11 |
| 13 | [AuditBoard](https://www.gane.ai/index/finance/vendors/auditboard/index.md) | 4% | 58% | 26 |
| 14 | [Xero](https://www.gane.ai/index/finance/vendors/xero/index.md) | 2% | 0% | 10 |
| 15 | [Onspring](https://www.gane.ai/index/finance/vendors/onspring/index.md) | 2% | 8% | 12 |
| 21 | [Workiva](https://www.gane.ai/index/finance/vendors/workiva/index.md) | 2% | 68% | 25 |
| 22 | [Secureframe](https://www.gane.ai/index/finance/vendors/secureframe/index.md) | 0% | 0% | 13 |
| 92 | [LogicGate Risk Cloud](https://www.gane.ai/index/finance/vendors/logicgate-risk-cloud/index.md) | 0% | 47% | 15 |
| 104 | [Archer](https://www.gane.ai/index/finance/vendors/archer/index.md) | 0% | 50% | 10 |

Rank is by share of first choices among all 111 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Mitti; alternatives AuditBoard
- GPT-5.4 mini: AuditBoard, Vanta; alternatives Drata, Secureframe
- Gemini 3.5 Flash: FloQast; alternatives AuditBoard, Drata, Vanta
- Perplexity Sonar: Sprinto; alternatives Drata, Onspring, Process Street
- Grok 4.20: Drata; alternatives Hyperproof, Vanta
- Mistral Small: Drata, Onspring; alternatives Hyperproof, Mitti
- DeepSeek V4 Flash: Vanta; alternatives AuditBoard, FloQast, Hyperproof
- Llama 4 Maverick: Drata
- Qwen 3.7 Flash: Vanta; alternatives Drata
- Kimi K2: FloQast; alternatives Drata, Hyperproof, Onspring
- GLM 4.7 FlashX: Drata; alternatives ControlScan, Mitti, Vanta
- MiniMax M2.5: Hyperproof; alternatives Drata, FloQast, Onspring

## Sources the answers cite

64 of 72 answers came back with a source list, from 12 of 12 models. Sites named in the most answers:

- worldmetrics.org: 33 answers, 70 citations
- optro.ai: 32 answers, 33 citations
- netwrix.com: 26 answers, 26 citations
- gitnux.org: 24 answers, 45 citations
- mitti.com: 22 answers, 31 citations
- gartner.com: 18 answers, 19 citations
- checkthat.ai: 18 answers, 18 citations
- highradius.com: 15 answers, 19 citations

Pages named in the most answers:

- https://netwrix.com/en/resources/blog/sox-compliance-software (26 answers)
- https://mitti.com/apps/sox-compliance-software (18 answers)
- https://gartner.com/reviews/market/internal-controls-software (17 answers)
- https://optro.ai/blog/best-internal-control-management-software (16 answers)
- https://gitnux.org/best/internal-control-software (15 answers)
- https://highradius.com/resources/Blog/best-sox-compliance-tools (15 answers)
- https://optro.ai/blog/best-sox-management-software (15 answers)
- https://worldmetrics.org/best/internal-control-management-software (15 answers)
- https://gitnux.org/best/internal-control-management-software (14 answers)
- https://riskpublishing.com/best-sox-compliance-software-compared (13 answers)

## Warned against

- Workiva: 17 of 25 labels negative. "Avoid enterprise-heavy platforms like Workiva, AuditBoard, or IBM OpenPages" (Perplexity Sonar, budget prompt)
- AuditBoard: 15 of 26 labels negative. "Avoid enterprise-heavy platforms like Workiva, AuditBoard, or IBM OpenPages" (Perplexity Sonar, budget prompt)
- Oracle Risk Management and Compliance: 9 of 9 labels negative. "Overly complex ERPs or enterprise-grade audit suites (e.g., SAP, Oracle, expensive audit software) | • Prohibitively expensive for most small firms." (GLM 4.7 FlashX, negative prompt)
- SAP GRC: 6 of 6 labels negative. "Enterprise tools like Oracle GRC, SAP GRC, or ServiceNow GRC are generally too expensive, complex, and slow for small teams." (GLM 4.7 FlashX, comparative prompt)

## Record

- Method: https://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, September 2026 Edition, www.gane.ai/index/finance.