UCD methodsEstablishedDiscovery

Use classic heuristics to sanity-check AI-generated UI

Published 11 September 2026 · Source dated 5 September 2026

As more juniors lean on AI agents to draft screens fast, the reminder going round is that decades-old usability heuristics still catch what AI misses — visibility of status, error prevention, consistency. The method isn't new; the need to apply it manually is growing.

AI-first drafting is fast at producing plausible-looking screens. It's not reliably fast at producing usable ones — missing error states, unclear system status, inconsistent patterns across screens still slip through. The fix isn't a new method. It's applying the same heuristic review any senior designer would run on human-made work, just now aimed at AI output before you call it finished. **Why established, not trending:** the heuristics themselves date back to the 1990s and are well-proven. What's shifting is when in your process you need to reach for them.

Coach

next time you generate a screen with an AI tool, run it through five usability heuristics before you call it done.

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