THE PERMISSION [LAYER]

Tools · Shadow-AI discovery

Shadow AI discovery tools

Shadow AI is AI tooling employees adopt without approval: chat assistants, coding agents, browser extensions, MCP servers and API keys doing real work with no inventory or audit trail. These products find that use from browser, endpoint, network, identity or SaaS signals, tie it to the people and data involved, and enforce policy, from a warning in the browser to a block. A team needs one before it writes or enforces an AI policy, because a policy only governs the tools someone knows about.

7 tools from 7 vendors. Last updated October 20, 2026. Part of the AI agent governance tools directory.

Shadow-AI discovery 7

Recent launches

Announced in the last 90 days. Each launch on New tools links the vendor's own announcement.

Questions to ask vendors

Neutral questions for a request for proposal (RFP) or a security questionnaire. No product here is named as the answer.

  1. How is usage discovered: network traffic, single sign-on logs, browser telemetry, endpoint agents, or expense data? Each source misses different things.

    Why it matters

  2. Can it see API keys and command-line tools, or only web apps? The riskiest shadow AI rarely runs in a browser tab.

    Why it matters

  3. Can it distinguish sanctioned tools from unsanctioned use of the same tool, such as a personal account for an approved product?

    Why it matters

  4. What is the enforcement posture: observe, warn, or block, and can it steer employees toward an approved alternative instead of a dead end?

    Why it matters

  5. How is employee privacy handled? Monitoring that reads message content creates its own governance problem.

    Why it matters

  6. Does discovery feed an inventory you own and can export, or a dashboard you rent?

    Why it matters

More questions, grouped by topic: Questions to ask AI agent security vendors.

Related incidents

Every record in the AI agent incident database links the sources that reported it.

Missing a product, or found an entry that is out of date? Write to [email protected]. A submission is read, never paid for, and does not guarantee a listing. The glossary defines the terms used here.

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