An AI feature is still a product experience. People need to know what they can do, what is happening, and how to recover when the result is different from what they expected.
Begin with a clear invitation
A blank input can be flexible and still feel difficult to use. A specific example or a simple first action gives people somewhere to begin. Use language that describes the task in their terms.
Show meaningful progress
Feedback should help someone understand the state of their work. Indicate when a request is being processed, when a result is ready, and when more information is needed. Avoid asking people to guess.
Make revision easy
A useful result is often a starting point. Let people refine it, compare alternatives, or change direction. Preserve their work when something fails and explain the next available step.
These principles apply to text, voice, and visual tools alike. The interface should help people act with confidence.
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