The question “where should we add AI?” usually arrives too early. First understand which decision is being made, what information is missing and which exception dominates the work.
Redesign removes steps, clarifies accountability and separates rules from judgment. Only then does it become clear where automation or an agent actually changes the outcome.
The best automation does not replicate the old way of working: it reduces friction and leaves better signals for the next decision.