AI creates value when it is tightly linked to a workflow bottleneck, decision delay, or support volume problem.
Start with measurable outcomes, data readiness, and human oversight. Then design the feature UX around trust and correction paths.
Teams that succeed usually ship one narrow use case well, measure quality, and expand only after operational confidence is earned.
