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

Gane Index, October 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/2026-10/enterprise

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/it/security/compliance-automation/enterprise/index.md

**Standing:** Vanta leads with 37% of first choices; verdict contested. 57 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% | 16% | 67 |
| 2 | [Drata](https://www.gane.ai/index/it/vendors/drata/index.md) | 26% | 20% | 59 |
| 3 | [Hyperproof](https://www.gane.ai/index/it/vendors/hyperproof/index.md) | 9% | 14% | 37 |
| 4 | [AuditBoard](https://www.gane.ai/index/it/vendors/auditboard/index.md) | 7% | 7% | 30 |
| 6 | [OneTrust Tech Risk & Compliance](https://www.gane.ai/index/it/vendors/onetrust-tech-risk-compliance/index.md) | 2% | 13% | 30 |
| 7 | [ServiceNow Integrated Risk Management](https://www.gane.ai/index/it/vendors/servicenow-integrated-risk-management/index.md) | 2% | 13% | 30 |
| 8 | [Secureframe](https://www.gane.ai/index/it/vendors/secureframe/index.md) | 2% | 25% | 32 |
| 18 | [MetricStream](https://www.gane.ai/index/it/vendors/metricstream/index.md) | 0% | 31% | 13 |
| 39 | [Sprinto](https://www.gane.ai/index/it/vendors/sprinto/index.md) | 0% | 36% | 14 |
| 50 | [Archer](https://www.gane.ai/index/it/vendors/archer/index.md) | 0% | 45% | 11 |

Rank is by share of first choices among all 53 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: Hyperproof; alternatives Drata, Orbiq, Vanta
- GPT-5.4 mini: Drata; alternatives AuditBoard, OneTrust Tech Risk & Compliance, Secureframe, Vanta
- Gemini 3.5 Flash: Drata, Vanta; alternatives Compyl, Hyperproof, OneTrust Tech Risk & Compliance, Optro
- Perplexity Sonar: AuditBoard, Vanta; alternatives Hyperproof, Mitratech Alyne
- Grok 4.20: Drata, Vanta; alternatives Diligent, ServiceNow Integrated Risk Management
- Mistral Small: Vanta; alternatives Sprinto
- DeepSeek V4 Flash: Vanta; alternatives Diligent, Drata, Secureframe
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Drata, Vanta; alternatives MetricStream, ServiceNow Integrated Risk Management
- Kimi K2: Vanta; alternatives Archer, ServiceNow Integrated Risk Management
- GLM 4.7 FlashX: Vanta; alternatives Drata, OneTrust Tech Risk & Compliance, ServiceNow Integrated Risk Management, SureCloud
- MiniMax M2.5: no first choice; alternatives Scytale, Vanta
- GPT-6 Luna: Vanta; alternatives Drata, ServiceNow Integrated Risk Management
- Muse Glimmer 30B: AuditBoard, Vanta; alternatives Complyance

## Sources the answers cite

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

- vanta.com: 67 answers, 188 citations
- orbiqhq.com: 29 answers, 35 citations
- expertinsights.com: 28 answers, 47 citations
- complyjet.com: 24 answers, 36 citations
- optro.ai: 21 answers, 25 citations
- sprinto.com: 18 answers, 24 citations
- guideflow.com: 16 answers, 16 citations
- capterra.com: 15 answers, 16 citations

Pages named in the most answers:

- https://vanta.com/resources/best-compliance-software-for-enterprise (39 answers)
- https://vanta.com/resources/best-compliance-management-software (26 answers)
- https://expertinsights.com/compliance/the-top-compliance-automation-tools (24 answers)
- https://orbiqhq.com/compliance-automation/compliance-automation-software (22 answers)
- https://expertinsights.com/compliance/the-top-compliance-software (16 answers)
- https://capterra.com/resources/best-compliance-management-software (14 answers)
- https://complyjet.com/blog/best-compliance-management-software (14 answers)
- https://optro.ai/blog/compliance-automation-tools (14 answers)
- https://vanta.com/resources/best-grc-software-solutions-for-enterprises (14 answers)
- https://guideflow.com/blog/compliance-automation-software (11 answers)

## Warned against

- Drata: 12 of 59 labels negative. "critiques for integration gaps, false positives in monitoring, and insufficient enterprise features" (Grok 4.20, negative prompt)
- Vanta: 11 of 67 labels negative. "the primary groups to scrutinize are mid-market/SMB-native automation tools (specifically Vanta, Drata, and Secureframe)" (Qwen 3.7 Flash, negative prompt)
- Secureframe: 8 of 32 labels negative. "primary groups to scrutinize are mid-market/SMB-native automation tools (specifically Vanta, Drata, and Secureframe)" (Qwen 3.7 Flash, negative prompt)
- Sprinto: 5 of 14 labels negative. "Avoid for enterprise use. These platforms are highly optimized for price-sensitive, lean, cloud-native startups." (Gemini 3.5 Flash, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Vanta at 38%.

- Vanta: 48% to 38%, −10. Inside the floor by 1 point · rank 1 of 50, unchanged.
- Drata: 18% to 28%, +10. Inside the floor by 1 point · rank 2 of 50, unchanged.
- AuditBoard: 0% to 6%, +6. Inside the floor by 5 points · rank 15 → 3 of 50.
- Scrut Automation: 2% to 0%, −2. Inside the floor by 9 points · rank 8 → 44 of 50.
- Hyperproof: 5% to 6%, +1. Inside the floor by 10 points · rank 3 → 4 of 50.
- OneTrust Tech Risk & Compliance: 2% to 2%, ±0. Inside the floor by 11 points · rank 6 of 50, unchanged.
- ServiceNow Integrated Risk Management: 2% to 2%, ±0. Inside the floor by 11 points · rank 13 → 7 of 50.
- Secureframe: 2% to 2%, ±0. Inside the floor by 11 points · rank 5 → 8 of 50.
- MetricStream: 0% to 0%, ±0. Inside the floor by 11 points · rank 18 → 14 of 50.
- Scytale: 0% to 0%, ±0. Inside the floor by 11 points · rank 19 → 20 of 50.
- Sprinto: 0% to 0%, ±0. Inside the floor by 11 points · rank 52 → 21 of 50.
- Thoropass: 0% to 0%, ±0. Inside the floor by 11 points · rank 40 → 25 of 50.

## Record

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