# Compliance automation for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "compliance automation platform" and as "SOC 2 and ISO 27001 automation tool", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/it/security/compliance-automation/enterprise

**Standing:** Vanta leads with 37% of first choices; verdict contested. 60 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Vanta](https://www.gane.ai/index/it/vendors/vanta/index.md) | 37% | 34% | 68 |
| 2 | [Drata](https://www.gane.ai/index/it/vendors/drata/index.md) | 23% | 28% | 69 |
| 3 | [Hyperproof](https://www.gane.ai/index/it/vendors/hyperproof/index.md) | 12% | 7% | 46 |
| 4 | [AuditBoard](https://www.gane.ai/index/it/vendors/auditboard/index.md) | 5% | 10% | 30 |
| 6 | [Secureframe](https://www.gane.ai/index/it/vendors/secureframe/index.md) | 3% | 44% | 41 |
| 7 | [OneTrust Tech Risk & Compliance](https://www.gane.ai/index/it/vendors/onetrust-tech-risk-compliance/index.md) | 2% | 12% | 33 |
| 8 | [LogicGate Risk Cloud](https://www.gane.ai/index/it/vendors/logicgate-risk-cloud/index.md) | 2% | 0% | 10 |
| 10 | [Archer](https://www.gane.ai/index/it/vendors/archer/index.md) | 2% | 29% | 17 |
| 16 | [ServiceNow Integrated Risk Management](https://www.gane.ai/index/it/vendors/servicenow-integrated-risk-management/index.md) | 0% | 26% | 27 |
| 17 | [LogicGate](https://www.gane.ai/index/it/vendors/logicgate/index.md) | 0% | 21% | 14 |
| 18 | [MetricStream](https://www.gane.ai/index/it/vendors/metricstream/index.md) | 0% | 25% | 20 |
| 20 | [Scrut Automation](https://www.gane.ai/index/it/vendors/scrut-automation/index.md) | 0% | 15% | 13 |

Rank is by share of first choices among all 70 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: Vanta; alternatives Anecdotes, Drata, SecureSlate, ServiceNow Integrated Risk Management
- GPT-5.4 mini: AuditBoard; alternatives OneTrust Tech Risk & Compliance, ServiceNow Integrated Risk Management
- Gemini 3.5 Flash: Vanta; alternatives Drata, Hyperproof, Optro
- Perplexity Sonar: Vanta; alternatives Archer, Hyperproof, Mitratech Alyne
- Grok 4.20: Vanta; alternatives AuditBoard, Drata, Hyperproof
- Mistral Small: Vanta; alternatives AuditBoard, Drata, OneTrust Tech Risk & Compliance
- DeepSeek V4 Flash: Vanta; alternatives Drata, Hyperproof, OneTrust Tech Risk & Compliance
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Drata, Vanta; alternatives OneTrust Tech Risk & Compliance
- Kimi K2: Drata, Vanta; alternatives AuditBoard, Hyperproof
- GLM 4.7 FlashX: AuditBoard, Centraleyes; alternatives Drata, Hyperproof, Vanta
- MiniMax M2.5: Drata, Vanta; alternatives Diligent, Sprinto, Thoropass
- GPT-6 Luna: Drata; alternatives OneTrust Tech Risk & Compliance, ServiceNow Integrated Risk Management, Vanta
- Muse Glimmer 30B: Vanta; alternatives AuditBoard, Drata, Hyperproof, IBM OpenPages

## Sources the answers cite

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

- vanta.com: 41 answers, 98 citations
- capterra.com: 36 answers, 47 citations
- expertinsights.com: 25 answers, 32 citations
- drata.com: 21 answers, 23 citations
- underdefense.com: 17 answers, 21 citations
- securityboulevard.com: 16 answers, 26 citations
- g2.com: 16 answers, 24 citations
- guideflow.com: 15 answers, 15 citations

Pages named in the most answers:

- https://capterra.com/resources/best-compliance-management-software (33 answers)
- https://underdefense.com/blog/compliance-automation-software (14 answers)
- https://guideflow.com/blog/compliance-automation-software (13 answers)
- https://vanta.com/resources/vanta-vs-drata-for-enterprises (13 answers)
- https://surecloud.com/blog-hub/regulatory-compliance-software-compared (12 answers)
- https://jdsupra.com/legalnews/top-6-compliance-management-software-9528976 (11 answers)
- https://vanta.com/compare/drata (11 answers)
- https://expertinsights.com/compliance/best-iso-27001-compliance-solutions (10 answers)
- https://expertinsights.com/compliance/the-top-compliance-automation-tools (10 answers)
- https://securityboulevard.com/2024/03/8-best-compliance-automation-tools-how-to-choose (10 answers)

## Warned against

- Vanta: 23 of 68 labels negative. "be cautious with or avoid "compliance automation" platforms originally built for startups/SMBs (e.g., Vanta, Drata, Secureframe, Sprinto, Scytale, Scrut Automation, or Comp AI)" (Grok 4.20, negative prompt)
- Drata: 19 of 69 labels negative. "be cautious with or avoid "compliance automation" platforms originally built for startups/SMBs (e.g., Vanta, Drata, Secureframe...)" (Grok 4.20, negative prompt)
- Secureframe: 18 of 41 labels negative. "All in the same mid-market bucket | Their "enterprise" features are often bolt-ons, not born enterprise" (DeepSeek V4 Flash, negative prompt)
- Sprinto: 13 of 32 labels negative. "be cautious with or avoid "compliance automation" platforms originally built for startups/SMBs" (Grok 4.20, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Vanta at 37%.

- Drata: 26% to 23%, −3. Inside the floor by 8 points · rank 2 of 70, unchanged.
- Hyperproof: 9% to 12%, +3. Inside the floor by 8 points · rank 3 of 70, unchanged.
- AuditBoard: 7% to 5%, −2. Inside the floor by 9 points · rank 4 of 70, unchanged.
- LogicGate Risk Cloud: 0% to 2%, +2. Inside the floor by 9 points · rank 25 → 8 of 70.
- Archer: 0% to 2%, +2. Inside the floor by 9 points · rank 50 → 10 of 70.
- ServiceNow Integrated Risk Management: 2% to 0%, −2. Inside the floor by 9 points · rank 7 → 16 of 70.
- Secureframe: 2% to 3%, +1. Inside the floor by 10 points · rank 8 → 6 of 70.
- Vanta: 37% to 37%, ±0. Inside the floor by 11 points · rank 1 of 70, unchanged.
- OneTrust Tech Risk & Compliance: 2% to 2%, ±0. Inside the floor by 11 points · rank 6 → 7 of 70.
- LogicGate: 0% to 0%, ±0. Inside the floor by 11 points · rank 17 of 70, unchanged.
- MetricStream: 0% to 0%, ±0. Inside the floor by 11 points · rank 18 of 70, unchanged.
- Scrut Automation: 0% to 0%, ±0. Inside the floor by 11 points · rank 37 → 20 of 70.

## Record

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