<b>What to actually A/B test on a review page (ranked)</b>
Most people test button color and call it a day. After dozens of tests on review pages, here's the impact order, highest first.
— Position of the comparison table / verdict box. Above-the-fold verdict vs buried at the bottom swings click-through more than anything else
— The "who it's for" framing near the CTA. Matching intent beats persuasion adjectives
— Number of options shown. A focused top-3 often out-converts a top-10, choice overload is real
— CTA copy specificity ("Check price at retailer" vs "Buy now"). Honest, low-commitment phrasing usually wins
— Button color. Real, but the smallest lever, test it last
Who should test position first:
— Long reviews where the verdict is currently below 1,500 words
Gotcha nobody mentions: affiliate click is a proxy, not the sale. A variant can raise clicks while lowering revenue if it sends unqualified visitors. Track downstream conversion where the network allows sub-IDs.
My pick: test verdict-box placement before you ever touch a color picker.
<b>Bottom line:</b> structure beats styling; test the big levers first.
Verdict Bench
@VerdictBench
<b>What to actually A/B test on a review page (ranked)</b>
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