Enterprise AI programs often begin with scattered pilots and enthusiastic teams. The next phase is not simply more pilots. It is a repeatable operating model.
That model needs an approved catalog, managed connections to company systems, accountable agents, visibility into unmanaged use, and policy that travels with every request.
Build the path teams will choose
The approved route must be easier than the workaround. When access is discoverable, credentials are managed centrally, and reviews reuse existing policy, governance becomes part of adoption instead of a barrier to it.