# Vanta: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 138 judge labels across 7 categories by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/vanta

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Compliance automation](https://www.gane.ai/index/it/security/compliance-automation/index.md) | 30% | 1 | 25% | 67 |
| [GRC platforms](https://www.gane.ai/index/it/security/grc-platforms/index.md) | 16% | 2 | 15% | 54 |
| [AI governance platforms](https://www.gane.ai/index/it/it-data/ai-governance-platforms/index.md) | 4% | 8 | 10% | 10 |
| [SaaS security posture management](https://www.gane.ai/index/it/security/saas-security-posture-management/index.md) | 2% | 16 | 0% | 1 |
| [Breach and attack simulation](https://www.gane.ai/index/it/security/breach-and-attack-simulation/index.md) | 2% | 11 | 0% | 4 |
| [Business continuity management](https://www.gane.ai/index/it/security/business-continuity-management/index.md) | 0% | 115 | 100% | 1 |
| [Cloud security posture management](https://www.gane.ai/index/it/cloud/cloud-security-posture-management/index.md) | 0% | 39 | 0% | 1 |

## What the models said for it

- "Vanta and Drata are often the first stop if you want to automate evidence collection, monitor controls continuously, and get audit-ready quickly." (GPT-5.4 mini, Compliance automation)
- "If you're a small startup getting SOC 2 for the first time: Vanta or Secureframe offer the fastest time-to-certification with guided support." (DeepSeek V4 Flash, Compliance automation)
- "For enterprises needing the broadest framework coverage and integration ecosystem: Vanta is usually the most comprehensive option." (GLM 4.7 FlashX, Compliance automation)
- "Choose Vanta or Drata if your company is under ~500 employees, cloud-native, and needs a streamlined solution to pass security audits" (Gemini 3.5 Flash, GRC)

## And against it

- "Avoid for most mid-market B2B: Enterprise-heavy like ServiceNow IRM, RSA Archer, or MetricStream (overkill/costly); pure startup tools like Vanta/Drata (under-scoped for broad GRC" (Grok 4.20, GRC)
- "When to Avoid: If you want deep control over customization and have a smaller team that needs flexible support." (GLM 4.7 FlashX, GRC)
- "What to Avoid If Budget Is Tight… Vanta (~$10K–$35K+/yr)" (Muse Glimmer 30B, Compliance automation)
- "Avoid platforms like Vanta, Drata, or Secureframe initially" (MiniMax M2.5, Compliance automation)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 4 | 3 | 1 | 9 |
| GPT-5.4 mini | 3 | 1 | 1 | 1 | 6 |
| Gemini 3.5 Flash | 5 | 6 | 1 | 3 | 15 |
| Perplexity Sonar | 2 | 5 | 0 | 4 | 11 |
| Grok 4.20 | 3 | 6 | 2 | 3 | 14 |
| Mistral Small | 2 | 3 | 0 | 2 | 7 |
| DeepSeek V4 Flash | 6 | 3 | 1 | 4 | 14 |
| Llama 4 Maverick | 0 | 1 | 5 | 0 | 6 |
| Qwen 3.7 Flash | 4 | 4 | 4 | 0 | 12 |
| Kimi K2 | 2 | 5 | 3 | 3 | 13 |
| GLM 4.7 FlashX | 3 | 3 | 0 | 1 | 7 |
| MiniMax M2.5 | 4 | 1 | 1 | 2 | 8 |
| GPT-6 Luna | 2 | 3 | 0 | 1 | 6 |
| Muse Glimmer 30B | 5 | 3 | 0 | 2 | 10 |

## Sources returned with these answers

The sites and pages cited by the answers that named Vanta, from 381 of the 436 answers that named it (only the models that return a source list).

### Domains cited

- vanta.com: 131 (its own site)
- capterra.com: 130
- g2.com: 118
- softwareadvice.com: 104
- sprinto.com: 86
- expertinsights.com: 83
- drata.com: 65
- sourceforge.net: 58
- complyjet.com: 54
- securityboulevard.com: 54

### Pages cited

- https://capterra.com/resources/best-compliance-management-software: 58
- https://capterra.com/grc-software/s/small-businesses: 40
- https://softwareadvice.com/compliance: 39
- https://underdefense.com/blog/compliance-automation-software: 37
- https://softwareadvice.com/risk-management/grc-comparison: 34
- https://oneleet.com/blog/best-grc-software: 32
- https://securityboulevard.com/2024/03/8-best-compliance-automation-tools-how-to-choose: 30
- https://vanta.com/compare/drata: 29

## In its own words

What Vanta's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Vanta automates the complex and time-consuming process of SOC 2, HIPAA, ISO 27001, PCI, and GDPR compliance certification. Automate your security monitoring in weeks instead of months. (https://vanta.com/)
- For: startups to enterprise (https://vanta.com/)
- Price stated: Request a free demo today to discuss your business needs and get personalized pricing. (https://www.vanta.com/pricing)
- Starting price: 0 (https://www.vanta.com/products/ai)
- Free plan or trial: Request a demo (https://www.vanta.com/products/ai)
- Integrations claimed: 400 (https://vanta.com/)
- Certifications: SOC 2 Type II, ISO 27001, GDPR, HIPAA, HITRUST, NIST AI RMF
- Customers named: Ramp, Accumulus Technologies, GitHub, DocGo, Perforce, Ironclad, Newfront, Techstars

## What it publishes

Every page vanta.com exposes, read 2026-09-29: 4369 addresses. By kind, pages and the last 90 days:

- blog: 812 pages, 78 in the last 90 days, latest 2026-09-29
- case study: 116 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 245 pages, 1 in the last 90 days, latest 2026-07-21
- conference or event: 11 pages, 0 in the last 90 days, latest undated
- report or ebook: 27 pages, 0 in the last 90 days, latest undated
- comparison: 50 pages, 5 in the last 90 days, latest 2026-09-29
- template or tool: 96 pages, 2 in the last 90 days, latest 2026-08-14
- glossary or explainer: 41 pages, 13 in the last 90 days, latest 2026-09-24
- podcast or video: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-29 comparison: Vanta vs drata for enterprises https://www.vanta.com/resources/vanta-vs-drata-for-enterprises
- Recent: 2026-09-29 blog: Childrens online privacy code https://www.vanta.com/resources/childrens-online-privacy-code
- Recent: 2026-09-29 blog: Introducing the vanta control framework https://www.vanta.com/resources/introducing-the-vanta-control-framework
- Recent: 2026-09-28 blog: Essential eight cyber insurance premiums https://www.vanta.com/resources/essential-eight-cyber-insurance-premiums
- Recent: 2026-09-28 blog: Steal our blueprint grc engineering at vanta and synthesia https://www.vanta.com/resources/steal-our-blueprint-grc-engineering-at-vanta-and-synthesia
- Recent: 2026-09-24 blog: Best grc software solutions for enterprises https://www.vanta.com/resources/best-grc-software-solutions-for-enterprises

## 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.