The ADAP perspective
Not Every Process Should Be Automated.
Before improving the efficiency of a workflow, first ask whether the work should exist in its current form at all.

Peter Drucker warned about the danger of doing efficiently what should not be done at all. That idea matters even more in an era when automation can make an existing process move faster before anyone has asked whether the process itself makes sense.
Efficiency can preserve bad design.
A manual task may be slow because it is poorly supported. It may also be slow because it is unnecessary, duplicated, waiting on information that should already be available, or compensating for a problem somewhere else in the organization.
Automating that task without understanding its role can make the underlying problem harder to see. The organization becomes faster at producing the same rework, exceptions, handoffs, or bad decisions.
Start with the operating question.
What outcome is this work supposed to create? Who uses the result? Why does the step exist? What would happen if it disappeared? Where does the information come from, and why is a person required to move it?
Those questions often reveal that the right intervention is not AI. It may be integration, a deterministic rule, clearer ownership, a redesigned workflow, better data, or elimination of the work altogether.
AI should earn its place.
AI is valuable when language, unstructured information, extraction, classification, reasoning assistance, or knowledge access creates measurable advantage. It is not automatically valuable simply because a task currently requires human effort.
Use the least complicated reliable solution that solves the operating problem.
