AI automation: start with one concrete task
A small, reviewable workflow helps define what to automate and where a person should decide.
Define the problem before choosing a tool
Choose a repetitive task, such as classifying requests or preparing a draft. Document the inputs, expected output and cases requiring review.
Keep a human review step
Treat AI output as a proposal. A person should be able to correct and approve it before it affects customers or production systems.
Evaluate with realistic examples
Test typical cases and exceptions using authorized data. Compare review time and errors with the current process before expanding scope.