# Compliance automation: 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 a mid-market B2B company. Page: https://www.gane.ai/index/it/security/compliance-automation/2026-11

**Standing:** Vanta (tied with Drata) leads with 30% 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) | 30% | 25% | 67 |
| 2 | [Drata](https://www.gane.ai/index/it/vendors/drata/index.md) | 30% | 23% | 65 |
| 3 | [Sprinto](https://www.gane.ai/index/it/vendors/sprinto/index.md) | 13% | 4% | 46 |
| 5 | [Secureframe](https://www.gane.ai/index/it/vendors/secureframe/index.md) | 3% | 18% | 50 |
| 6 | [Scrut Automation](https://www.gane.ai/index/it/vendors/scrut-automation/index.md) | 3% | 15% | 27 |
| 14 | [Hyperproof](https://www.gane.ai/index/it/vendors/hyperproof/index.md) | 0% | 18% | 40 |
| 15 | [Scytale](https://www.gane.ai/index/it/vendors/scytale/index.md) | 0% | 7% | 15 |
| 16 | [Thoropass](https://www.gane.ai/index/it/vendors/thoropass/index.md) | 0% | 10% | 21 |
| 18 | [OneTrust Tech Risk & Compliance](https://www.gane.ai/index/it/vendors/onetrust-tech-risk-compliance/index.md) | 0% | 25% | 16 |
| 79 | [ServiceNow Integrated Risk Management](https://www.gane.ai/index/it/vendors/servicenow-integrated-risk-management/index.md) | 0% | 60% | 10 |

Rank is by share of first choices among all 81 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 Drata, Hyperproof, Secureframe
- GPT-5.4 mini: Vanta; alternatives Drata, Hyperproof
- Gemini 3.5 Flash: Drata, Vanta; alternatives AuditBoard, Hyperproof, Secureframe, Sprinto
- Perplexity Sonar: Drata; alternatives Hyperproof, Sprinto, Thoropass, Vanta
- Grok 4.20: Vanta; alternatives Drata, Scrut Automation, Secureframe, Sprinto
- Mistral Small: Drata, Vanta; alternatives Hyperproof, Sprinto, Thoropass
- DeepSeek V4 Flash: Vanta; alternatives Drata, Hyperproof, Sprinto, VComply
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Drata, Vanta; alternatives AuditBoard, Secureframe
- Kimi K2: Drata, Sprinto; alternatives Hyperproof, Vanta
- GLM 4.7 FlashX: Drata, Vanta; alternatives Hyperproof, OneTrust Tech Risk & Compliance, Sprinto, VComply
- MiniMax M2.5: Drata, Vanta; alternatives Centraleyes, Scytale
- GPT-6 Luna: Vanta; alternatives Drata, Hyperproof, Secureframe, Sprinto
- Muse Glimmer 30B: Vanta; alternatives Drata, Hyperproof, Onspring, Scrut Automation

## Sources the answers cite

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

- capterra.com: 28 answers, 46 citations
- vanta.com: 26 answers, 35 citations
- sprinto.com: 22 answers, 31 citations
- expertinsights.com: 21 answers, 29 citations
- underdefense.com: 20 answers, 23 citations
- softwareadvice.com: 18 answers, 23 citations
- securityboulevard.com: 18 answers, 22 citations
- drata.com: 15 answers, 18 citations

Pages named in the most answers:

- https://underdefense.com/blog/compliance-automation-software (20 answers)
- https://capterra.com/resources/best-compliance-management-software (19 answers)
- https://softwareadvice.com/compliance (17 answers)
- https://expertinsights.com/compliance/best-iso-27001-compliance-solutions (10 answers)
- https://capterra.com/compliance-software (9 answers)
- https://expertinsights.com/compliance/the-top-compliance-automation-tools (9 answers)
- https://iotbusinessnews.com/2024/05/14/65046-8-best-automated-compliance-platforms (9 answers)
- https://iru.com/compliance/compare/compliance-management-software (9 answers)
- https://securityboulevard.com/2024/03/8-best-compliance-automation-tools-how-to-choose (9 answers)
- https://vanta.com/compare/drata (9 answers)

## Warned against

- Vanta: 17 of 67 labels negative. "What to Avoid If Budget Is Tight… Vanta (~$10K–$35K+/yr)" (Muse Glimmer 30B, negative prompt)
- Drata: 15 of 65 labels negative. "I stopped referring clients to Vanta, Drata, Secureframe, and the rest." (Muse Glimmer 30B, negative prompt)
- Secureframe: 9 of 50 labels negative. "A Reddit thread titled “Avoid Secureframe” claims: “Very unprofessional organization.”" (Muse Glimmer 30B, negative prompt)
- Hyperproof: 7 of 40 labels negative. "Hyperproof as a complete enterprise GRC replacement: ... may lack the depth of broader platforms for risk assessment" (Perplexity Sonar, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: Drata (34%) to Vanta (30%). Margin 0 points, within noise.

- Drata: 34% to 30%, −4. Inside the floor by 7 points · rank 1 → 2 of 81.
- Secureframe: 7% to 3%, −4. Inside the floor by 7 points · rank 4 → 5 of 81.
- Sprinto: 15% to 13%, −2. Inside the floor by 9 points · rank 3 of 81, unchanged.
- Scytale: 2% to 0%, −2. Inside the floor by 9 points · rank 8 → 15 of 81.
- Vanta: 29% to 30%, +1. Inside the floor by 10 points · rank 2 → 1 of 81.
- Scrut Automation: 2% to 3%, +1. Inside the floor by 10 points · rank 7 → 6 of 81.
- Hyperproof: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 → 14 of 81.
- Thoropass: 0% to 0%, ±0. Inside the floor by 11 points · rank 13 → 16 of 81.
- OneTrust Tech Risk & Compliance: 0% to 0%, ±0. Inside the floor by 11 points · rank 58 → 18 of 81.
- ServiceNow Integrated Risk Management: 0% to 0%, ±0. Inside the floor by 11 points · rank 66 → 79 of 81.

## 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.