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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.

Weak version: Long AI wait
WeakA spinner for 12 seconds. No idea what is happening or how to stop it.
Strong version: Long AI wait
StrongVisible steps, streaming text and a stop button.

How to apply it

  1. Show what the AI is doing in steps people recognize, not a generic spinner.
  2. Stream partial results as soon as they're useful.
  3. 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

Train the eye

Knowing the pattern isn't the same as spotting it.

Irreplaceable trains the judgment behind these patterns with short, realistic decisions. Start with a free baseline: 12 decisions, about 12 minutes, and a score for six skills.

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