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

Gane Index, November 2026 Edition. Asked as "SOX compliance software" and as "internal controls management tool", six framings each, to fourteen models with search on, on behalf of a small B2B company. Page: https://www.gane.ai/index/finance/tax/internal-controls-and-sox/2026-11/smb

**Standing:** ComplyJet leads with 15% of first choices; verdict contested. 59 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [ComplyJet](https://www.gane.ai/index/finance/vendors/complyjet/index.md) | 15% | 0% | 18 |
| 2 | [Vanta](https://www.gane.ai/index/finance/vendors/vanta/index.md) | 14% | 6% | 31 |
| 3 | [ControlHatch](https://www.gane.ai/index/finance/vendors/controlhatch/index.md) | 10% | 0% | 11 |
| 4 | [Drata](https://www.gane.ai/index/finance/vendors/drata/index.md) | 8% | 7% | 27 |
| 5 | [Process Street](https://www.gane.ai/index/finance/vendors/process-street/index.md) | 5% | 0% | 14 |
| 6 | [VComply](https://www.gane.ai/index/finance/vendors/vcomply/index.md) | 5% | 0% | 11 |
| 9 | [Secureframe](https://www.gane.ai/index/finance/vendors/secureframe/index.md) | 3% | 0% | 15 |
| 15 | [Hyperproof](https://www.gane.ai/index/finance/vendors/hyperproof/index.md) | 2% | 18% | 11 |
| 22 | [AuditBoard](https://www.gane.ai/index/finance/vendors/auditboard/index.md) | 2% | 70% | 23 |
| 23 | [Workiva](https://www.gane.ai/index/finance/vendors/workiva/index.md) | 2% | 74% | 31 |
| 24 | [Sprinto](https://www.gane.ai/index/finance/vendors/sprinto/index.md) | 0% | 0% | 13 |
| 25 | [FloQast](https://www.gane.ai/index/finance/vendors/floqast/index.md) | 0% | 20% | 15 |

Rank is by share of first choices among all 124 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: ComplyJet; alternatives Onspring, Optro, SOX Expert
- GPT-5.4 mini: Workiva; alternatives AuditBoard, FloQast, Hyperproof, LogicGate Risk Cloud
- Gemini 3.5 Flash: AuditBoard; alternatives Drata, FloQast, LogicGate Risk Cloud, SmartSuite SOX Management
- Perplexity Sonar: ComplyJet; alternatives FloQast, Process Street, Vanta
- Grok 4.20: ComplyJet; alternatives ControlHatch, ManageEngine Log360, Process Street, Vanta
- Mistral Small: ComplyJet, Vanta; alternatives BlackLine Controls & Certifications, Drata
- DeepSeek V4 Flash: ComplyJet, Vanta; alternatives VComply
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: ComplyJet, Vanta; alternatives AssurAI, ControlHatch
- Kimi K2: Drata, Vanta; alternatives Complies.ai, FloQast, Process Street, Secureframe
- GLM 4.7 FlashX: Mitti; alternatives Complies.ai, ManageEngine Log360
- MiniMax M2.5: Process Street, VComply; alternatives ManageEngine Log360, Vanta
- GPT-6 Luna: Vanta; alternatives Secureframe
- Muse Glimmer 30B: ComplyJet; alternatives ControlHatch, Hyperproof, Vanta

## Sources the answers cite

71 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- complyjet.com: 32 answers, 43 citations
- erpresearch.com: 24 answers, 27 citations
- gitnux.org: 20 answers, 23 citations
- v-comply.com: 18 answers, 25 citations
- sourceforge.net: 17 answers, 23 citations
- cpaaustralia.com.au: 15 answers, 15 citations
- gamma.app: 15 answers, 15 citations
- capterra.com: 13 answers, 23 citations

Pages named in the most answers:

- https://complyjet.com/blog/best-sox-compliance-software (31 answers)
- https://erpresearch.com/erp-add-ons/sox-controls (23 answers)
- https://cpaaustralia.com.au/-/media/project/cpa/corporate/documents/tools-and-resources/business-management/internal-controls-for-small-business.pdf (15 answers)
- https://gamma.app/docs/Best-SOX-Compliance-Software-8-Tools-Compared-068yxrg8r7lduow (15 answers)
- https://netwrix.com/en/resources/blog/sox-compliance-software (13 answers)
- https://v-comply.com/blog/the-best-5-internal-control-software (12 answers)
- https://itechguides.com/best/sox-compliance-software (11 answers)
- https://myofficeops.com/resources/internal-controls-for-small-business (11 answers)
- https://sprinto.com/blog/internal-control-software (11 answers)
- https://gitnux.org/best/sox-compliance-software (10 answers)

## Warned against

- Workiva: 23 of 31 labels negative. "Avoid enterprise tools such as Workiva, AuditBoard/Optro, and FloQast unless you have a larger budget" (Perplexity Sonar, budget prompt)
- MetricStream: 15 of 18 labels negative. "advanced platforms like RSA Archer, MetricStream, or full SOX-compliant systems ... designed for large corporations with dedicated compliance teams" (Grok 4.20, negative prompt)
- AuditBoard: 16 of 23 labels negative. "Don't default to AuditBoard (Optro), MetricStream, or Diligent unless you have a dedicated internal audit function." (Kimi K2, direct prompt)
- Diligent One Platform: 11 of 13 labels negative. "Avoid enterprise-tier tools like Workiva, AuditBoard/Optro, or Diligent" (DeepSeek V4 Flash, budget prompt)

## Movement since October 2026

Floor: 10 points of share, measured on the calibration repeat.
New leader: Vanta (14%) to ComplyJet (15%). Margin 1 points, within noise.

- ComplyJet: 1% to 15%, +14. Cleared the floor by 4 points · rank 20 → 1 of 124.
- FloQast: 8% to 0%, −8. Inside the floor by 2 points · rank 4 → 25 of 124.
- Hyperproof: 8% to 2%, −6. Inside the floor by 4 points · rank 3 → 15 of 124.
- Process Street: 0% to 5%, +5. Inside the floor by 5 points · rank 44 → 5 of 124.
- ControlHatch: 6% to 10%, +4. Inside the floor by 6 points · rank 7 → 3 of 124.
- VComply: 1% to 5%, +4. Inside the floor by 6 points · rank 18 → 6 of 124.
- Drata: 11% to 8%, −3. Inside the floor by 7 points · rank 2 → 4 of 124.
- Secureframe: 0% to 3%, +3. Inside the floor by 7 points · rank 31 → 9 of 124.
- SmartSuite SOX Management: 6% to 3%, −3. Inside the floor by 7 points · rank 6 → 11 of 124.
- Sprinto: 3% to 0%, −3. Inside the floor by 7 points · rank 9 → 24 of 124.
- QuickBooks: 3% to 5%, +2. Inside the floor by 8 points · rank 10 → 7 of 124.
- Xero: 1% to 3%, +2. Inside the floor by 8 points · rank 12 → 10 of 124.

## Record

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