AI UX patterns / Feedback & errors
AX-02 · Feedback & errors
Designing the long AI wait
The assistant needs 12 seconds to answer.
Show progress. Give control.


How to apply it
- Show what the AI is doing in steps people recognize, not a generic spinner.
- Stream partial results as soon as they're useful.
- Always offer a way to stop, and keep what was produced so far.
Where it breaks
When latency grows and the UI was designed for 2 seconds.
Related patterns
- AI fails halfway · An error says what happened and what to do next.
- Agent takes a money action · Money actions need a way back.
- Model isn't sure · Don't show a percent. Ask the question that decides.
- Confident answer, no source · A claim without a source is a guess.
- All 10 AI UX patterns
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