AI automation is most useful when the task is bounded, reviewable, and connected to a clear human workflow.
Look for repetitive work where inputs and acceptable outputs can be described. Start with assistance such as summarization or drafting, and keep people responsible for consequential decisions.
Provide only the context required for the task. Make uncertain results visible, record meaningful actions, and define what happens when the system cannot answer dependably.
Evaluate representative cases before expanding access. Measure time saved alongside correction rates and user trust, then improve places where review effort outweighs benefit.
