AI Product Integration Patterns

AI features succeed when they are embedded into workflows, not added as isolated chat widgets.

Start with workflow fit

The best AI feature is the one that removes repetitive user effort in a known workflow. Begin with narrowly scoped tasks and measurable quality criteria.

Trust and control primitives

Editable outputs before final submission.
Source references where factual trust is needed.
Clear fallback behavior when confidence is low.

Measure adoption and utility

Task completion time before vs after AI assist.
Acceptance rate of AI-generated output.
Manual correction effort by task category.