Pattern #45: Benefit Bar
Pattern #45 Tested 9 timesFirst tested by
Nathon Raine Recently tested by
Andrey Andreev on Jul 22, 2025
Based on 9 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
(5 tests)
X.X%
Leads
(1 tests)
-
Signups
-
Engagement
X.X%
Sales
(8 tests)
-
Revenue
-
Retention
-
Referrals
X.X%
ANY PRIMARY
(9 tests)
All 8 tests meta-analyzed: combined effect (p-val X.XXXX)
41.9% of 90% cumulative power target at 2% MDE from 8 tests Help replicate this with an A/B test
Tested on
Leaks
Amazon A/B Tests And Rolls Out Product Reassurances
Amazon (Canadian) recently ran this A/B test where they added these three little reassurances on some of their products. This experiment is similar to the maturing Benefit Bar pattern that addresses common objections to a purchase. 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.




