Value signals: Show why here and not somewhere else. The product page put the piece of jewelry more clearly at the center. A bar with the brand's benefits accompanied customers all the way to checkout. Result: +4.98% orders and +7.76% revenue per user.
Zero Risk Bias: Remove the last bit of risk. People value a completely eliminated risk more than a merely reduced one. So in the cart, free returns moved to the front. Distracting exits stepped back, and a note right before submitting took away last doubts. Result: +4.19% completed orders. The variant went live for all customers immediately.
Salience: What isn't in view has no effect. We added more details about the quality of the materials, mostly below the fold. Result: no measurable effect. The learning: You have to persuade where the purchase decision happens.
Hedonic shopping: Orientation isn't everything. New filters were meant to make searching on the category page easier. They were used far more often. But they didn't bring more orders. Jewelry shoppers want to browse and get inspired. Efficiency can crowd that out. The variant was not rolled out.
Consistency: The same promises on every device. The mobile shop lacked the value promises of the desktop shop. So quality, free returns, and the matching packaging were added to the mobile product list and the mobile product page as well. The winners were rolled out to all devices.