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winner+20.1% lift

Product Page: Grid Product Cards [Desktop Only]

LayoutpdpEnergy & UtilitiesLayoutInformation ArchitectureTest ArchiveBusiness ContextComprehensionProduct Understanding

Test Results

4.68%
Control CR
5.62%
Variant CR
7,168
Sample size
42
Days run
Control4.68%
Variant5.62%

Key Learning

Problem: The information hierarchy on the product page may not match how users actually scan and process the content.

What worked: The variant addressed this conversion friction directly. (+20.1% lift)

Takeaway: This is a significant win worth prioritizing for implementation. Layout wins often unlock further opportunities — isolate which specific element drove the lift for even larger gains.

How to Apply This to Your Site

This experiment demonstrated that product page: grid product cards [desktop only] can produce a +20.1% improvement in conversions. The test was run on a pdp page in the energy & utilities industry. With 7,168 visitors in the sample, this is a robust result.

Before you test: Consider that layout tests typically require adequate traffic to reach statistical significance. This test ran for 42 days — plan for at least that long.

This result reached 95% statistical confidence, meaning there is a very low probability the observed effect was due to chance. Results at this confidence level are generally considered reliable for making business decisions.

What Was Tested

A/B test on product page testing layout changes.

Methodology

Primary Metric
sales:enroll:confirm
Confidence Level
95%
Lift Range
18.1% to 22.1%

Build On These Learnings

Save your own experiments, spot winning patterns across your test history, and stop repeating what's already been tried.

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