A-B Testing

A-B testing compares two versions of a design to see which performs better.

It is useful when there is a clear success metric, such as clicks, sign-ups, conversions, completion rate, or time on task.

How It Works

Users are split between two versions:

  • version A: current or control design
  • version B: changed design

The designer then compares performance data.

Use It For

  • button labels
  • page layouts
  • onboarding flows
  • pricing or conversion pages
  • content hierarchy

Watch Out

A-B testing can tell which version performs better, but not always why. It should often be combined with qualitative research.