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The A/B Test Library

Real experiments. Real outcomes. Actionable patterns. Browse A/B tests with problem-to-solution framing, results, and recommendations for what to test next.

17 experiments
Winners, losers & inconclusive
Full statistical details
inconclusive

Listing: Infinite Scrolling Or Pagination

Context: Multi-step processes on the listing can overwhelm users if they can't see how far along they are or how much is left.

NavigationCross-Industry
inconclusive

Product: Page Level Navigation

Context: Users arriving at the product can't efficiently find what they're looking for, increasing bounce rates.

NavigationCross-Industry
inconclusive

Listing: Visible Filters

Context: Users can't quickly find relevant products or content on the listing, leading to frustration and early exits.

NavigationCross-Industry
inconclusive

Product: Persistent Filters

Context: Users can't quickly find relevant products or content on the product, leading to frustration and early exits.

NavigationCross-Industry
inconclusive

Listing: Instant Filter Results

Context: Users can't quickly find relevant products or content on the listing, leading to frustration and early exits.

NavigationCross-Industry
inconclusive

Product: Open In A New Tab

Context: Users arriving at the product can't efficiently find what they're looking for, increasing bounce rates.

NavigationCross-Industry
inconclusive

Listing: Search Keyword Highlighting

Context: Users can't quickly find relevant products or content on the listing, leading to frustration and early exits.

NavigationCross-Industry
inconclusive

Home landing: Visible Search

Context: Users can't quickly find relevant products or content on the home landing, leading to frustration and early exits.

NavigationCross-Industry
inconclusive

Product: Conversational Filters on Product Page

Context: The primary call-to-action on the product isn't converting at its potential — design, copy, or placement may be the bottleneck.

NavigationCross-Industryn=3,080,311
inconclusive

Listing: Confirmed Selection

Context: The primary call-to-action on the listing isn't converting at its potential — design, copy, or placement may be the bottleneck.

NavigationCross-Industryn=801,039
inconclusive

Product: Fewer Or More Results on Product Page

Context: The information hierarchy on the product may not match how users actually scan and process the content.

NavigationCross-Industryn=428,454
inconclusive

Checkout: Checkout Flow Simplification

Context: Users can't quickly find relevant products or content on the checkout, leading to frustration and early exits.

NavigationCross-Industryn=206,500
inconclusive

Product: Page Level Navigation on Product Page

Context: Users arriving at the product can't efficiently find what they're looking for, increasing bounce rates.

NavigationCross-Industryn=90,196
inconclusive+9.6%

Mobile: Mobile Sitewide

Context: Mobile users experience the mobile differently — smaller screens, touch targets, and limited attention require purpose-built design.

NavigationEnergy & Utilitiesn=71,104
inconclusive

Checkout: Progress Bar

Context: The primary call-to-action on the checkout isn't converting at its potential — design, copy, or placement may be the bottleneck.

NavigationCross-Industryn=37,683
inconclusive

Listing: Priming Step

Context: Friction during the listing process causes users to abandon right when they're closest to converting.

NavigationCross-Industryn=6,146
inconclusive-16.3%

Landing Page: "View all plans" link on Plan Pages

Context: Friction during the landing page process causes users to abandon right when they're closest to converting.

NavigationEnergy & Utilitiesn=1,746

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