Begin with the problem
Response time, information quality, satisfaction and conversion are measurable problems. Select technology after defining the variable to improve.
Compare before and after
A baseline prevents every change being attributed to AI. In commercial automation I measured research time; in hospitality research, guest satisfaction.
Keep human judgment
Human review remains necessary when context, relationships or reputation are involved. Strong systems assign speed to AI and judgment to professionals.