# Vanta: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 24 judge labels across 1 category by 11 of 14 models. Page: https://www.gane.ai/index/finance/vendors/vanta

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Internal controls and SOX](https://www.gane.ai/index/finance/tax/internal-controls-and-sox/index.md) | 0% | 24 | 25% | 24 |

## What the models said for it

- "Compare Vanta too; it emphasizes automated evidence collection and technical-control monitoring." (GPT-6 Luna, Internal controls)
- "Can be economical if the company already uses the platform and only needs to add SOX ITGC controls" (Perplexity Sonar, Internal controls)
- "Hyperproof or Drata/Vanta is the fastest, lowest overhead way to get a control inventory" (Muse Glimmer 30B, Internal controls)
- "Best Overall for IT & Security Controls (B2B SaaS / Tech): Drata or Vanta" (Gemini 3.5 Flash, Internal controls)

## And against it

- "excellent for fast, compliance‑automation‑first setups ... but they're lighter on broader risk and governance features" (GLM 4.7 FlashX, Internal controls)
- "Excellent automation (400+ integrations, continuous monitoring), but pricing is quote-based (often $10K–$50K+/year)" (Grok 4.20, Internal controls)
- "Be cautious with: Vanta, Drata, OneTrust, and similar platforms that market heavily on "automated audits."" (Kimi K2, Internal controls)
- "tools like Vanta/Drata (more compliance automation than full internal controls)" (Grok 4.20, Internal controls)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Vanta, from 61 of the 67 answers that named it (only the models that return a source list).

### Domains cited

- complyjet.com: 35
- erpresearch.com: 27
- gamma.app: 20
- v-comply.com: 20
- sourceforge.net: 19
- gitnux.org: 17
- metricstream.com: 17
- sprinto.com: 16
- internalauditguide.com: 14
- netwrix.com: 14

### Pages cited

- https://complyjet.com/blog/best-sox-compliance-software: 33
- https://erpresearch.com/erp-add-ons/sox-controls: 27
- https://gamma.app/docs/Best-SOX-Compliance-Software-8-Tools-Compared-068yxrg8r7lduow: 20
- https://metricstream.com/learn/internal-control-software.html: 16
- https://sprinto.com/blog/internal-control-software: 15
- https://netwrix.com/en/resources/blog/sox-compliance-software: 14
- https://v-comply.com/blog/the-best-5-internal-control-software: 13
- https://gitnux.org/best/sox-compliance-software: 11

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