SkinDeepRESEARCHSteve Seguin

Use case · Idea to test

Interface and layout choices

Learn which layouts someone finds usable.

  1. Compare layouts
  2. Rate the experience
  3. Suggest a constrained variant
Illustration of the proposed workflow.

A design tool could help a team explore page layouts without rewriting a brief for each version. Font size, reading order and essential controls would stay fixed where required.

Where the small model fits

Layout representations feed a preference scorer. The tool ranks candidates or adjusts supported controls, while explicit accessibility and layout checks remain independent.

What would need to work

Test task completion and readability as well as visual preference. A more attractive screenshot is not necessarily an easier interface to use.

Related experiments and evidence