Pattern #15: Bulleted Reassurances
Pattern #15 Tested 18 timesFirst tested by
Martin Wong Recently tested by
Jakub Linowski on Jul 16, 2026
Based on 18 Tests, Members See How Likely Version B Wins Or Loses And By How Much
Measured by the sum of negative and positive tests.
Expected Median Effects Of B
X.X%
Progression
(9 tests)
X.X%
Leads
(3 tests)
X.X%
Signups
(1 tests)
-
Engagement
X.X%
Sales
(12 tests)
X.X%
Revenue
(4 tests)
-
Retention
-
Referrals
X.X%
ANY PRIMARY
(18 tests)
All 16 tests meta-analyzed: combined effect (p-val X.XXXX)
69.5% of 90% cumulative power target at 1% MDE from 16 tests Help replicate this with an A/B test
Tested on
Leaks
Walmart A/B Tests Shipping Choices Vs Shipping Reassurances
Walmart recently ran an a/b test on their product detail pages that showed shipping information in two different styles. On one hand (here shown as A) shipping options were shown as a button choice. Whereas in the variation, all shipping information was fully expanded and readable bullets. View Leak
For each pattern, we measure three key data points derived from related tests:
REPEATABILITY - this is a measure of how often a given pattern has generated a positive or negative effect. The higher this number, the more likely the pattern will continue to repeat.
SHALLOW MEDIAN - this is a median effect measured with low intent actions such as initiating the first step of a lengthier process
DEEP MEDIAN - this is derived from the highest intent metrics that we have for a given test such as fully completed signups or sales.












