A/B Test Patterns That Consistently Win
We've run 4,000+ A/B tests across 250 European DTC brands. Most test ideas don't move the needle, but 5 patterns show up as winners consistently. The one that surprises people most:
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What you get
We removed a feature from a client's product page and added €19,000/month.
The sticky add-to-cart button: gone.
A textbook CRO recommendation: gone.
Revenue up.
Because at high-intent moments, every extra decision is a drop-off risk.
Less friction isn't about removing value, it's about removing noise.
The other 4 patterns follow the same logic:
Specific is better than vague.
Aligned works more than generic.
Framed well wins over technically correct.
I wrote up all 5 with the real test data behind each one.
𝗜𝗳 𝘆𝗼𝘂’𝗿𝗲 𝗿𝘂𝗻𝗻𝗶𝗻𝗴 𝗮 𝟳-, 𝟴-, 𝗼𝗿 𝟵-𝗳𝗶𝗴𝘂𝗿𝗲 𝗲𝗰𝗼𝗺 𝗯𝗿𝗮𝗻𝗱 𝗮𝗻𝗱 𝘄𝗮𝗻𝘁 𝘁𝗵𝗶𝘀 𝗳𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸:
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The CRO agency behind 250+ of the world's leading online businesses
Whether high-growth startups or global leaders in e-commerce, travel, insurance, or retail, we consistently drive measurable revenue increases.
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