Review-based FAQs on collection pages: +8.4% conversion (unproven)
Test run byClean CommitCRO agency
Commentary byLiftArchiveOur analysis, not theirsAdding an FAQ section built from customer review questions to collection pages raised conversion rate by 8.4%, but the result was not statistically significant, so we count it as inconclusive.
Clean Commit ran this test for an anonymized Shopify store and published it in its A/B test library.
The test ran 33 days on 10,412 visitors, with an 83.4% probability that the variant was better.
- Conversion rate: +8.4%, with an 83.4% probability of beating the original. Not significant, so inconclusive.
- Revenue per visitor: +33.2%, driven mostly by higher order value. A jump this large needs confirming.
- Average order value: +22.2%, and orders: +8.9%.
- Bounce rate: -33.7%, so more visitors stayed on the site.
The change
An FAQ accordion built from review questions is added below the product grid.
Simplified mockup drawn by LiftArchive from the shared screenshots.
Control
Collection pages with no FAQ section.
Variant
An accordion at the bottom of each collection page with five to seven questions taken from verified reviews, rewritten for clarity and grouped by theme such as fit, durability and washing.
Why it likely came out this way
Our reading of the result, not the practitioner's claim.
- Questions pulled from reviews match what real shoppers worry about, such as fit and washing.
- Answering them on the collection page may save shoppers from opening product after product.
- The order value jump is hard to explain from an FAQ alone and may partly be noise in a modest sample.
Caveats: The agency labeled this a positive signal, not a proven win: after 33 days and 10,412 visitors it had not reached significance. The large revenue gain came mostly from order value, which can swing on a few big orders.
Who ran it
Clean Commit ran this test for a Shopify store (anonymized) and published the results (Clean Commit A/B test library). The numbers are theirs; the summary and commentary on this page are ours.
Read the original case study on Clean Commit →
How to run this test on your store
- Hypothesis
- If we add FAQs drawn from customer reviews to collection pages, then conversion rate will rise because shoppers get answers without opening each product page.
- Primary metric
- Conversion rate
- Guardrails
- Revenue per visitor
- Product page click-through rate
- Who should test it
- Stores with lots of reviews that repeat the same questions, such as apparel with fit or care concerns. If reviews rarely raise questions, there is little to put in the FAQ.
Questions
Should collection pages have an FAQ section?
It can help when shoppers share common questions across a category.
In this test conversion rose 8.4%, but the result was not significant.
Where do good FAQ questions come from?
Customer reviews are a strong source, because they show the doubts real buyers had.
This store grouped five to seven questions by theme, such as fit, durability and washing.
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