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Experience Variants

Different versions of content, design, or functionality shown to users during personalization or experimentation

Personalization
Also known as:Test Variants, Experiment Variants, Treatment Groups

Experience Variants are different versions of content or functionality displayed to users. In , variants compete against each other. In personalization, variants target specific audiences.

What are Experience Variants?

A variant represents one version of an experience. The control (original) is typically variant A. Test versions are variants B, C, D, and so on.

Variant examples:

  • Different hero banner images
  • Alternative product page layouts
  • Various button colors or text
  • Modified checkout flows
  • Different pricing displays

Variants in A/B Testing

Traffic splits randomly between variants:

50/50 split: Two variants each receive half of eligible traffic

Multi-variant: Traffic divides among multiple versions (33/33/33 for three variants)

Weighted split: Uneven distribution when ramping up risky changes (90/10)

Variants in Personalization

Variants target specific audiences rather than random splits:

Segment-based: Different variants for different customer segments

Behavior-based: Variants triggered by user actions

Context-based: Variants matched to situation (device, location, time)

Variant Management

Consistent assignment: Users should see the same variant across sessions unless intentionally changed.

Clean separation: Variants should not interfere with each other. Changes should be isolated.

Documentation: Track what each variant contains and why it was created.

Sunset planning: Define when variants end and how winners get implemented.

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