Start with a measurable problem
AI initiatives are most useful when tied to a specific workflow: finding information, extracting data, drafting routine material or supporting a decision.
Keep people in the loop
Human review, data privacy and quality checks are essential, especially for sensitive or consequential processes.
Build small and learn
Prototype with representative data, define success metrics and evaluate the output before expanding to more complex automation.