Start with the workflow, not the model

Automation earns trust when it removes friction from a real operating process. Before choosing tools, teams should map where work slows down, where decisions repeat, and where customers or colleagues wait for a response.

The best early pilots combine a clear owner, a measurable service outcome, and a responsible human review point. That is how AI moves from a compelling demo to an operating advantage.