# DoControl: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 13 judge labels across 3 categories by 8 of 14 models. Page: https://www.gane.ai/index/it/vendors/docontrol

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [SaaS security posture management](https://www.gane.ai/index/it/security/saas-security-posture-management/index.md) | 0% | 19 | 12% | 8 |
| [Data loss prevention](https://www.gane.ai/index/it/security/data-loss-prevention/index.md) | 0% | 23 | 0% | 4 |
| [Insider risk management](https://www.gane.ai/index/it/security/insider-risk-management/index.md) | 0% | 54 | 0% | 1 |

## What the models said for it

- "DoControl is the most complete option for organizations that want unified coverage across data, identity, AI, and posture in a single platform." (Claude Haiku 4.5, SSPM)
- "Choose Zscaler / Netskope / DoControl / Nightfall / Cyberhaven when the priority is cloud/SaaS" (Muse Glimmer 30B, DLP)
- "Similar to Obsidian but with a stronger emphasis on Data Access Governance and DLP" (Qwen 3.7 Flash, SSPM)
- "Choose DoControl if your biggest risk vector is sensitive files sitting in public links" (Gemini 3.5 Flash, SSPM)

## And against it

- "AppOmni, Obsidian Security, Valence, Reco, DoControl, and comparable vendors should still be tested against your specific critical applications" (Perplexity Sonar, SSPM)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named DoControl, from 56 of the 57 answers that named it (only the models that return a source list).

### Domains cited

- docontrol.io: 34 (its own site)
- g2.com: 20
- vcso.ai: 20
- nudgesecurity.com: 12
- securityboulevard.com: 11
- static.fortra.com: 11
- strac.io: 11
- aimultiple.com: 10
- cipherssecurity.com: 9
- gbhackers.com: 9

### Pages cited

- https://vcso.ai/learn/best-sspm-tools-2026: 20
- https://docontrol.io/blog/top-enterprise-dlp-vendors: 17
- https://static.fortra.com/corporate/pdfs/other/fta-corp-radicati-data-loss-prevention-market-quadrant-report-2024.pdf: 11
- https://aimultiple.com/dlp-software: 10
- https://docontrol.io/blog/top-sspm-tools: 9
- https://reco.ai/compare/top-sspm-tools: 9
- https://startupstash.com/best-sspm-platforms: 9
- https://checkpoint.com/cyber-hub/threat-prevention/what-is-data-loss-prevention/top-6-data-loss-prevention: 8

## In its own words

What DoControl's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: DoControl is a SaaS Security Platform that protects SaaS data while maintaining business productivity, automating discovery and remediation across every SaaS app. (https://docontrol.io/)
- For: organizations running SaaS - especially Google Workspace (https://docontrol.io/)
- Free plan or trial: Free Risk Assessment (https://docontrol.io/)
- Customers named: Vox Media, Sisense, StackAdapt, Sonos, EverSec Group, Inc

## What it publishes

Every page docontrol.io exposes, read 2026-10-05: 866 addresses. By kind, pages and the last 90 days:

- blog: 319 pages, 24 in the last 90 days, latest 2026-09-30
- case study: 19 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 4 pages, 0 in the last 90 days, latest 2025-12-10
- conference or event: 5 pages, 0 in the last 90 days, latest 2026-01-21
- comparison: 31 pages, 0 in the last 90 days, latest 2026-06-01
- template or tool: 9 pages, 0 in the last 90 days, latest 2026-05-14
- glossary or explainer: 20 pages, 0 in the last 90 days, latest 2026-01-29
- Recent: 2026-09-30 blog: Security for google https://www.docontrol.io/blog/security-for-google
- Recent: 2026-09-25 blog: Shinyhunters hacks fbi https://www.docontrol.io/blog/shinyhunters-hacks-fbi
- Recent: 2026-09-23 blog: Ai agent security https://www.docontrol.io/blog/ai-agent-security
- Recent: 2026-09-21 blog: Sensitive data exposure prevention tools compared https://www.docontrol.io/blog/sensitive-data-exposure-prevention-tools-compared
- Recent: 2026-09-17 blog: Top google drive security tools https://www.docontrol.io/blog/top-google-drive-security-tools
- Recent: 2026-09-15 blog: Prevent unauthorized access google drive files https://www.docontrol.io/blog/prevent-unauthorized-access-google-drive-files

## 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.