Overview
AI assistants and connected agents become unmanaged infrastructure fast when teams adopt them through one-off prompts, browser plugins, and informal vendor approvals. The risk isn't just bad output — it's data moving into the wrong systems, unclear accountability, and workflows depending on tools nobody has actually reviewed.
A structured rollout keeps AI use reviewable by defining what data is allowed, which tools and vendors are acceptable, how output gets checked, and how risk is communicated to leadership once AI becomes part of daily operations.