# dope.security: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 20 judge labels across 3 categories by 8 of 14 models. Page: https://www.gane.ai/index/it/vendors/dope-security

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI governance platforms](https://www.gane.ai/index/it/it-data/ai-governance-platforms/index.md) | 12% | 2 | 0% | 14 |
| [AI security platforms](https://www.gane.ai/index/it/security/ai-security-platforms/index.md) | 4% | 10 | 0% | 5 |
| [Enterprise browsers](https://www.gane.ai/index/it/security/enterprise-browsers/index.md) | 0% | 46 | 0% | 1 |

## What the models said for it

- "dope.security is built for that gap: it discovers every AI app in use, enforces enterprise-only accounts, and blocks sensitive data in prompts from one console." (Muse Glimmer 30B, AI security)
- "Enforcement and shadow-AI control now - e.g. dope.security - to discover every AI app, enforce enterprise-only accounts and block sensitive data in prompts." (Muse Glimmer 30B, AI governance)
- "The author argues the best AI governance tool for a mid-size company is "an enforcement layer that sees and controls AI use on every laptop"" (Muse Glimmer 30B, AI governance)
- "dope.security - discovers every AI app in use, enforces enterprise-only accounts, and blocks sensitive data in prompts from one console." (Llama 4 Maverick, AI governance)

## 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 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 2 | 0 | 0 | 2 |
| Mistral Small | 1 | 1 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 1 | 2 | 1 | 0 | 4 |
| Llama 4 Maverick | 2 | 0 | 0 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 2 | 0 | 0 | 3 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 1 | 2 | 0 | 0 | 3 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 3 | 0 | 0 | 0 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named dope.security, from 24 of the 24 answers that named it (only the models that return a source list).

### Domains cited

- dope.security: 24 (its own site)
- techtarget.com: 8
- g2.com: 7
- govern365.ai: 7
- superblocks.com: 7
- aimultiple.com: 6
- github.com: 6
- sourceforge.net: 6
- aicompliancevendors.com: 5
- checkpoint.com: 5

### Pages cited

- https://dope.security/post/ai-governance-tools-mid-size-companies: 18
- https://govern365.ai/ai-governance-mid-market: 7
- https://techtarget.com/news/The-best-AI-governance-tools-and-platforms-in-2026/834061: 7
- https://g2.com/categories/ai-governance-tools: 6
- https://sourceforge.net/software/ai-governance/for-mid-size-business: 6
- https://superblocks.com/blog/ai-governance-solutions: 6
- https://softwareadvice.com/ai-governance-tools: 4
- https://aicompliancevendors.com/guides/ai-governance-platform-buyers-guide-2026: 3

## 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.