AI product teams are moving past the demo phase.
The first wave of generative AI launches rewarded novelty. The next phase is less forgiving. Users now expect features that reduce real work, fit existing habits, and produce reliable output without constant supervision.
Workflow Fit Comes First
The strongest product work is happening in narrow use cases where the model has enough context and the user has a clear job to complete. That shift favors careful interface design over broad claims.
What Builders Should Watch
Retention, repeat usage, and quality control will decide which AI tools stay in the stack. A feature that impresses once but fails under daily pressure is not a product advantage.