'Popular' badge on 4-week delivery option: +14.81% conversion rate

WinnerProduct page

Adding a 'Popular' badge to the 4-week subscription delivery option raised conversion rate by 14.81%.

Blend Commerce ran this A/B/C test for a sports nutrition brand on its highest-traffic product page.

A 'Recommended' badge on the 6-week option had only a marginal effect.

+14.81% conversion rate
  • Conversion rate: +14.81% for the 'Popular' badge.
  • Revenue per visitor: +28.95%. A larger gain than conversion alone.
  • Auto-ship selection: +42.98%. Many more shoppers chose to subscribe.
  • Checkout visits: +21.56%.
  • The 'Recommended' badge on 6-week delivery had only a marginal impact.

The change

Control (A)
header
title
rating
price
Frequency options, no badgesREPLACED
Add to cart
description
reviews
Variant (B)
header
title
rating
price
4-week tagged 'Popular'NEW
Add to cart
description
reviews

The variant adds a 'Popular' badge to the 4-week delivery option.

Simplified mockup drawn by LiftArchive from the shared screenshots.

Control

The product page listed subscription delivery frequencies with no badges or guidance on which to pick.

Variant

A 'Popular' badge sat next to the 4-week option, which 12 months of subscription data showed was the most chosen. A second variant put a 'Recommended' badge on the 6-week option instead.

Why it likely won

Our reading of the result, not the practitioner's claim.

  • A 'Popular' label is social proof. It tells shoppers that most people like them chose this option, which makes the choice feel safe.
  • Badging one option reduces the effort of picking a frequency, so fewer shoppers stall at that step.
  • 'Recommended' reads as the brand's opinion, which may carry less weight than what other customers do.

Caveats: Sample size, duration and confidence were not shared. The test ran on a single, high-traffic product page, so results may differ on other products.

Who ran it

Blend Commerce ran this test for a sports nutrition brand and published the results (Blend Commerce A/B test). The numbers are theirs; the summary and commentary on this page are ours.

Read the original case study on Blend Commerce →

How to run this test on your store

Hypothesis
If we add a 'Popular' badge to the most chosen delivery frequency, then more shoppers will subscribe because the label makes the choice feel safe and easy.
Primary metric
Conversion rate on the product page
Guardrails
  • Subscription selection rate
  • Revenue per visitor
  • Subscription cancellation rate
Who should test it
Subscription brands that ask shoppers to pick a delivery frequency. Only badge the option your data shows is really most popular; this does not apply if you offer a single frequency.

Questions

Do 'most popular' badges increase conversions?

In this test a 'Popular' badge on one delivery option raised conversion rate by 14.81%.

It works best when the label is true and backed by real order data.

Is 'Popular' better than 'Recommended'?

Here it was. The 'Recommended' badge had only a marginal effect, which suggests shoppers trust what others chose more than the brand's advice.

Which subscription frequency should I highlight?

The one most customers already pick. This brand used 12 months of subscription data to choose the 4-week option.

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