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Test the starting point of the purchase.

Product pageWinnerFilter brand

Change the default pack size from four filters to six, while keeping the quantity adjustable.

This is an anonymized A/B test summary from a 90-day CRO program. The company name is withheld, and the wireframes are recreated with a generic brand.

The problem.

A preselected pack creates a starting point for the purchase. Customers can change it, but the default may shape what feels like the normal order. This experiment investigated whether a six-filter starting selection could support higher order value for the brand's audience.

The evidence and questions.

The program identified pack size and product-page purchase choices as areas of decision friction. This experiment focused on the default quantity while maintaining the customer's ability to adjust the selection.

The hypothesis.

If the default pack size changes from four to six, more shoppers may retain the higher-value starting selection, increasing average order value and revenue per visitor.

The change, made tangible.

Control / Variant
CONTROL — recreated
☰FILTER BRAND
Anonymized product-page wireframe

Select your quantity

$11.06per filter
4
QuantityEach
1$33.97
2$17.25
4$11.06
6+$9.93
12+$9.43
Pack total$44.24
VARIANT — recreated
☰FILTER BRAND
Anonymized product-page wireframe

Select your quantity

$9.93per filter
6
QuantityEach
1$33.97
2$17.25
4$11.06
6+$9.93
12+$9.43
Pack total$59.58
1Reconstructed variant: six filters are selected, with the quantity still adjustable.
  • Change the initial quantity from four filters to six.
  • Keep quantity controls available.
  • Show the price per filter and the pack total.
  • Keep the quantity-pricing table visible beside the choice.

Reported test results.

+7.34%Average order value
+$0.99Revenue per visitor
$46,740Reported 1-month return

The program summary reports a 7.34% average-order-value uplift, an additional $0.99 in revenue per visitor, and a $46,740 one-month return. The summary describes the test as increasing order value without harming conversion; it does not provide the conversion estimate or its uncertainty.

Reported individual-test results from a 90-day CRO program. Sample size, confidence level, and the financial-return calculation were not included in the summary. Wireframes are recreated and anonymized.

The useful learning.

A default is a testable part of the buying journey. Evaluate its fit with customer needs and consider revenue per visitor and conversion alongside order value.

See another part of the journey.

A clear next step after add to cart.
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The work section combines anonymized A/B test summaries and clearly labeled CRO concepts. Wireframes use generic brand names.

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