# Internal controls and SOX for enterprise 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 an enterprise B2B company. Page: https://www.gane.ai/index/finance/tax/internal-controls-and-sox/enterprise

**Standing:** Workiva (tied with AuditBoard) leads with 23% of first choices; verdict contested. 64 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Workiva](https://www.gane.ai/index/finance/vendors/workiva/index.md) | 23% | 2% | 58 |
| 2 | [AuditBoard](https://www.gane.ai/index/finance/vendors/auditboard/index.md) | 23% | 6% | 36 |
| 3 | [Optro](https://www.gane.ai/index/finance/vendors/optro/index.md) | 19% | 12% | 26 |
| 4 | [MetricStream](https://www.gane.ai/index/finance/vendors/metricstream/index.md) | 6% | 6% | 48 |
| 5 | [Diligent One Platform](https://www.gane.ai/index/finance/vendors/diligent-one-platform/index.md) | 6% | 5% | 38 |
| 6 | [SmartSuite SOX Management](https://www.gane.ai/index/finance/vendors/smartsuite-sox-management/index.md) | 6% | 0% | 12 |
| 7 | [ServiceNow Integrated Risk Management](https://www.gane.ai/index/finance/vendors/servicenow-integrated-risk-management/index.md) | 3% | 12% | 32 |
| 8 | [IBM OpenPages](https://www.gane.ai/index/finance/vendors/ibm-openpages/index.md) | 3% | 0% | 10 |
| 9 | [Archer](https://www.gane.ai/index/finance/vendors/archer/index.md) | 2% | 10% | 21 |
| 10 | [SAP GRC](https://www.gane.ai/index/finance/vendors/sap-grc/index.md) | 2% | 0% | 15 |
| 11 | [FloQast](https://www.gane.ai/index/finance/vendors/floqast/index.md) | 2% | 10% | 10 |
| 15 | [LogicGate Risk Cloud](https://www.gane.ai/index/finance/vendors/logicgate-risk-cloud/index.md) | 0% | 0% | 13 |

Rank is by share of first choices among all 110 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: MetricStream; alternatives Diligent One Platform, Optro, Workiva
- GPT-5.4 mini: Workiva; alternatives AuditBoard, LogicGate Risk Cloud, MetricStream, Optro
- Gemini 3.5 Flash: Optro; alternatives Archer, Diligent One Platform, MetricStream, ServiceNow Integrated Risk Management
- Perplexity Sonar: Optro; alternatives BlackLine Controls & Certifications, Diligent One Platform, FloQast, MetricStream
- Grok 4.20: AuditBoard; alternatives BlackLine Controls & Certifications, MetricStream, Workiva
- Mistral Small: Optro, Workiva; alternatives MetricStream
- DeepSeek V4 Flash: Optro, Workiva; alternatives BlackLine Controls & Certifications, Diligent One Platform, MetricStream, SAP GRC
- Llama 4 Maverick: AuditBoard; alternatives MetricStream, Optro, SAP GRC, ServiceNow Integrated Risk Management
- Qwen 3.7 Flash: AuditBoard, Workiva; alternatives Archer, MetricStream, Oracle EPM, SAP GRC
- Kimi K2: Optro; alternatives MetricStream, Workiva
- GLM 4.7 FlashX: AuditBoard; alternatives Archer, BlackLine Controls & Certifications, DecisionFocus SOX, Diligent One Platform
- MiniMax M2.5: Optro; alternatives Diligent One Platform, Workiva
- GPT-6 Luna: Optro; alternatives Archer, Diligent One Platform, ServiceNow Integrated Risk Management, Workiva
- Muse Glimmer 30B: IBM OpenPages, Optro, ServiceNow Integrated Risk Management, Workiva; alternatives Archer, Diligent One Platform, FloQast, Hyperproof

## Sources the answers cite

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

- erpresearch.com: 26 answers, 34 citations
- complyjet.com: 26 answers, 27 citations
- smartsuite.com: 22 answers, 31 citations
- optro.ai: 20 answers, 22 citations
- v-comply.com: 19 answers, 25 citations
- sprinto.com: 18 answers, 21 citations
- internalauditguide.com: 16 answers, 36 citations
- workiva.com: 16 answers, 24 citations

Pages named in the most answers:

- https://complyjet.com/blog/best-sox-compliance-software (25 answers)
- https://erpresearch.com/erp-add-ons/sox-controls (24 answers)
- https://smartsuite.com/solutions/grc-and-resilience/sox-management (19 answers)
- https://sprinto.com/blog/internal-control-software (15 answers)
- https://gane.ai/index/finance/tax/internal-controls-and-sox/enterprise (14 answers)
- https://gamma.app/docs/Best-SOX-Compliance-Software-8-Tools-Compared-068yxrg8r7lduow (13 answers)
- https://netwrix.com/en/resources/blog/sox-compliance-software (13 answers)
- https://metricstream.com/learn/internal-control-software.html (12 answers)
- https://v-comply.com/blog/the-best-5-internal-control-software (10 answers)
- https://highradius.com/resources/Blog/best-sox-compliance-tools (9 answers)

## Warned against

- Google Sheets: 4 of 4 labels negative. "Spreadsheets (Excel, Google Sheets) are one of the most common yet problematic tools for managing internal controls at enterprise scale." (Kimi K2, negative prompt)
- Microsoft Excel: 4 of 4 labels negative. "Spreadsheets (Excel, Google Sheets) are one of the most common yet problematic tools for managing internal controls at enterprise scale." (Kimi K2, negative prompt)
- Drata: 6 of 9 labels negative. "Quote-only platforms without unlimited tiers (e.g., BlackLine, Drata, Certent)" (Kimi K2, budget prompt)
- ServiceNow Integrated Risk Management: 4 of 32 labels negative. "Platforms to Avoid If Cost Predictability is Key ... MetricStream, RSA Archer, and ServiceNow" (Claude Haiku 4.5, budget prompt)

## Movement since October 2026

Floor: 10 points of share, measured on the calibration repeat.
New leader: AuditBoard (23%) to Workiva (23%). Margin 0 points, within noise.

- Workiva: 16% to 23%, +7. Inside the floor by 3 points · rank 3 → 1 of 110.
- Diligent One Platform: 2% to 6%, +4. Inside the floor by 6 points · rank 9 → 5 of 110.
- Pathlock: 3% to 0%, −3. Inside the floor by 7 points · rank 7 → 17 of 110.
- Optro: 21% to 19%, −2. Inside the floor by 8 points · rank 2 → 3 of 110.
- MetricStream: 8% to 6%, −2. Inside the floor by 8 points · rank 4 of 110, unchanged.
- Archer: 0% to 2%, +2. Inside the floor by 8 points · rank 19 → 9 of 110.
- LogicGate Risk Cloud: 2% to 0%, −2. Inside the floor by 8 points · rank 12 → 15 of 110.
- BlackLine Controls & Certifications: 2% to 0%, −2. Inside the floor by 8 points · rank 10 → 16 of 110.
- Hyperproof: 2% to 0%, −2. Inside the floor by 8 points · rank 11 → 18 of 110.
- IBM OpenPages: 2% to 3%, +1. Inside the floor by 9 points · rank 14 → 8 of 110.
- SAP GRC: 3% to 2%, −1. Inside the floor by 9 points · rank 8 → 10 of 110.
- AuditBoard: 23% to 23%, ±0. Inside the floor by 10 points · rank 1 → 2 of 110.

## 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.