# Drata: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 24 judge labels across 1 category by 10 of 14 models. Page: https://www.gane.ai/index/finance/vendors/drata

## 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% | 30 | 33% | 24 |

## What the models said for it

- "If you are a B2B technology company whose main pain point is proving security standards to your clients (SOC 2), go with Drata." (Qwen 3.7 Flash, Internal controls)
- "Drata is called the best pick for compliance and internal audit teams that need continuous internal controls monitoring" (Muse Glimmer 30B, Internal controls)
- "Ask Drata or Vanta about adding their SOX ITGC module rather than buying a separate platform." (Kimi K2, Internal controls)
- "Can be economical if the company already uses the platform and only needs to add SOX ITGC controls" (Perplexity Sonar, Internal controls)

## And against it

- "While Drata targets larger companies, they are noted for having a lower entry point compared to competitors... though costs can scale up quickly." (Qwen 3.7 Flash, 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)
- "usually more about security compliance than full SOX program management" (GPT-5.4 mini, 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 | 1 | 1 | 0 | 2 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 1 | 2 | 3 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 2 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 1 | 3 |
| Kimi K2 | 0 | 2 | 1 | 1 | 4 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 2 | 3 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 2 | 0 | 1 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named Drata, from 55 of the 61 answers that named it (only the models that return a source list).

### Domains cited

- complyjet.com: 33
- erpresearch.com: 29
- gamma.app: 21
- sourceforge.net: 17
- v-comply.com: 17
- metricstream.com: 16
- sprinto.com: 16
- gitnux.org: 14
- internalauditguide.com: 13
- riskwatch.com: 12

### Pages cited

- https://complyjet.com/blog/best-sox-compliance-software: 31
- https://erpresearch.com/erp-add-ons/sox-controls: 29
- https://gamma.app/docs/Best-SOX-Compliance-Software-8-Tools-Compared-068yxrg8r7lduow: 21
- https://metricstream.com/learn/internal-control-software.html: 15
- https://sprinto.com/blog/internal-control-software: 15
- https://netwrix.com/en/resources/blog/sox-compliance-software: 11
- https://supervizor.com/blog/grc/internal-control/software: 11
- https://v-comply.com/blog/the-best-5-internal-control-software: 11

## In its own words

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

- Positioning: The Agentic Trust Management Platform (https://drata.com/)
- For: startups, mid-size businesses, & enterprises (https://drata.com/)
- Certifications: SOC 2 Type II, SOC 3, ISO 27001, ISO 27017, ISO 27018, ISO 42001, HIPAA, CCPA
- Customers named: Brex, Okta, Capital One, Vercel, Tenable, Zscaler, LinkedIn, T-Mobile

## What it publishes

Every page drata.com exposes, read 2026-09-29: 962 addresses. By kind, pages and the last 90 days:

- webinar or virtual event: 7 pages, 5 in the last 90 days, latest 2026-08-26
- report or ebook: 1 pages, 1 in the last 90 days, latest 2026-08-25
- comparison: 6 pages, 4 in the last 90 days, latest 2026-08-27
- template or tool: 10 pages, 8 in the last 90 days, latest 2026-09-17
- glossary or explainer: 10 pages, 2 in the last 90 days, latest 2026-08-07
- Recent: 2026-09-17 template or tool: 12020733 pre audit checklist how to prepare for your audit with drata https://help.drata.com/en/articles/12020733-pre-audit-checklist-how-to-prepare-for-your-audit-with-drata
- Recent: 2026-08-27 template or tool: 12141266 disaster recovery checklist simple steps for business resilience https://help.drata.com/en/articles/12141266-disaster-recovery-checklist-simple-steps-for-business-resilience
- Recent: 2026-08-27 template or tool: 12166173 hipaa checklist https://help.drata.com/en/articles/12166173-hipaa-checklist
- Recent: 2026-08-27 comparison: 15863587 apra cps 230 set up guidance apra regulated entity vs material service provider https://help.drata.com/en/articles/15863587-apra-cps-230-set-up-guidance-apra-regulated-entity-vs-material-service-provider
- Recent: 2026-08-26 template or tool: 8168169 soc 2 checklist https://help.drata.com/en/articles/8168169-soc-2-checklist
- Recent: 2026-08-26 webinar or virtual event: 12608925 drata pre audit check webinar recording https://help.drata.com/en/articles/12608925-drata-pre-audit-check-webinar-recording

## 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.