Product listing experiments including comparison, filtering, information hierarchy, and product-selection behavior.
This segment contains 2 product listing page experiment records. Winner, loser, mixed, and inconclusive are reported outcome labels. Check each evidence badge before treating a result as independently reviewable.
Use these records as hypothesis input, then match the audience, metric, treatment, and context before planning a local test. Reported lifts are not pooled because the underlying outcomes and designs may not be comparable.
The intervention rearranged the presentation, but the diagnosed problem concerned comprehension. Earlier user feedback pointed to three obstacles: people could not estimate total cost, offer labels did not explain meaningful differences, and the page made simultaneous comparison difficult. Reordering the same unclear information left those obstacles intact. After reaching the planned sample, the observed movement was small and negative. The practical lesson is to make the test variable match the user problem: change the cost explanation when cost is unclear, improve differentiation when offers seem interchangeable, and change layout when navigation or scanning is the issue.
Making the guarantee more visible did not make it more persuasive. The behavioral indicators suggest the badge attracted attention and then created unanswered questions: visitors spent longer on the page, exits increased, and engagement shifted toward the FAQ. A comparable implementation used a fuller explanation, while this version relied on a short label. The practical lesson is to explain eligibility, timing, and fees beside the claim. A guarantee can increase uncertainty when its prominence grows faster than its supporting context.
Save your own plans, results, context, and limitations. Use these 2 reported records as hypothesis input with their evidence quality visible.
View Plans & Pricing