Published 7 September 2026 · Source dated 20 August 2026
Nielsen Norman Group's decades-old usability heuristics are exactly what teams reach for when judging whether an AI agent or canvas assistant is actually usable. Good method doesn't expire just because the interface changed shape.
Coach
run Nielsen's ten heuristics against the last AI feature you used (agent, copilot, whatever) and write down every one it fails.
Surf this topic: UCD methods (opens in a new tab)
Source: nngroup.com (opens in a new tab) ·
Jakob Nielsen's ten usability heuristics have been the backbone of UX critique since 1994. They're worth relearning properly, not just skimming the list.
nngroup.com (opens in a new tab)
Your move
Pick one screen from your own portfolio and run it against all ten heuristics — write down which one it breaks hardest, and fix that first.
AI tools can generate screens fast, but they don't validate usability — that's still on you. Classic heuristic evaluation is more relevant, not less, now that production speed has gone up.
nngroup.com (opens in a new tab)
Your move
before you ship your next AI-assisted screen, run a quick 10-point heuristic check against it and write down what fails.
More first drafts are arriving via AI agents, but the fundamentals of a good design critique haven't moved. IxDF's literature on critique still holds regardless of who — or what — made the first version.
interaction-design.org (opens in a new tab)
Your move
next time you review an AI-assisted design, ask 'what user problem does this solve?' before commenting on how it looks.
