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Shadow AI

Shadow AI is any AI tool, model, or agent running inside a company without security or IT approval. It covers unsanctioned chatbots, browser extensions, model downloads, and applications calling provider APIs directly. Network telemetry usually finds far more of it than the security team expected.

Also called: unsanctioned AI, ungoverned AI, rogue AI, shadow IT for AI, BYOAI

Updated

Shadow AI is the AI-era version of shadow IT, with one difference that matters: the tools handle company data by default, and several of them retain it.

Where it actually shows up

Most teams look for chatbot traffic and stop there. In practice the model-download channel is often larger by volume, with traffic to model hosting and experiment-tracking services outweighing consumer chatbots. Applications holding their own provider API keys are the quietest category, because they never pass through a gateway and never appear in a proxy log.

How to find it

  • Compare network egress to model providers against your gateway's own logs. The delta is your ungoverned traffic

  • List every place a raw provider API key can be issued, and who can issue one

  • Check cloud posture tooling for agent workloads nobody registered

Blocking is rarely the answer on its own. Shadow AI appears because the sanctioned path is slower than the unsanctioned one, so the durable fix is making the approved route the easiest route.

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