Browse tests that generated $7.3M in revenue.

A Bundle Discount Message Near Add to Cart Makes No Clear Difference to Conversion Rate

Product pages showed a multi-buy discount message right by the add-to-cart button. More shoppers added to cart, but order value fell instead of rising.

Goal
Average order value
Result
-1.9% Conversion rate
Category
Product Page (PDP)
Outcome
Inconclusive
Before
A Bundle Discount Message Near Add to Cart Makes No Clear Difference to Conversion Rate (before)
After
A Bundle Discount Message Near Add to Cart Makes No Clear Difference to Conversion Rate (after)

If we show the buy-three bundle discount next to the add-to-cart button, then average order value will increase because shoppers will see the offer at the moment they decide to buy.

What We Changed

  • Added a "buy three, get money off" bundle message directly above or below the add-to-cart button.
  • Kept the offer purely informational, not interactive.

The Results

How the new version compared with the original, across all devices.

-1.9%

Conversion rate

+7.0%

Add-to-cart rate

-11.4%

Revenue per visitor

Key Learnings

  • Conversion rate barely moved (-1.9%), so the message made no clear difference to how many shoppers bought.
  • Add-to-cart rate rose 7.0%, so the offer drew interest.
  • Revenue per visitor fell 11.4% as average order value, the metric the test targeted, dropped 7.9%. The original had an 81.9% probability of the higher order value.
  • The test ran 7 days on 1,153 visitors, mostly on mobile, so read the result as directional.

Detailed results breakdown

Conversion rate

-1.9%

Add-to-cart rate

+7.0%

Revenue per visitor

-11.4%

Average order value

-7.9%

Bounce rate

-11.3%


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