Shadow AI is easier to prevent when teams have approved spaces, assistants and rules before pressure builds. Employees often reach for random AI tools because they need speed, not because they want to bypass security.
Provide a controlled workspace with useful assistants, file handling, roles and visible usage instead of only forbidding external tools.
Start with a narrow boundary: which website, space, file, recipient or decision is affected? This makes the task reviewable instead of turning it into a broad catch-all request.
A useful work order is: “Create a practical policy for approved AI use with allowed data, spaces, assistants, review steps and escalation.” For important cases, add that uncertainties must be marked visibly instead of being filled in silently.
Pay special attention to current work status, confirmed decisions and open questions. These points decide whether the result is only useful for the moment or can be found, checked and continued by the team later.
Do not rely on bans alone while everyday work still lacks a usable alternative.
Control works better when the approved path is also the convenient path.