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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.

38 experiments
Winners, losers & inconclusive
Full statistical details
inconclusive

Multiple: Thortful Greeting Cards: Experimentation Program Delivers 30x ROI

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

Testing StrategyE-commerce
inconclusive+10.0%

Checkout: Native DTC Deodorant: Cross-Sell Placement in Checkout Drives $1.5M Revenue Lift

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

PricingE-commerce
inconclusive+6.0%

Cart: RevZilla Mobile Cart: Product Summary Test Increases Mobile Conversion 6.01%

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

LayoutE-commerce
inconclusive+4.0%

Multiple: Oodie Apparel: Full-Site UX Audit Generates Millions in New Monthly Revenue

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

LayoutE-commerce
inconclusive+75.0%

Multiple: Fresh Chile Co: UX Overhaul Drives 78% Conversion Increase and 271% Order Growth

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

LayoutE-commerce
inconclusive+30.0%

Landing-page: Wandering Bear Coffee: Landing Page Redesign Increases CVR 34% and Reduces CPA 30%

Context: Each additional form field adds friction to the landing-page, increasing the chance users abandon before completing their submission.

LayoutE-commerce
inconclusive+35.0%

Multiple: Braxley Bands: Site-Wide UX Optimization Drives 40% Conversion Increase and 8% AOV Lift

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

LayoutE-commerce
inconclusive+35.0%

Multiple: Bokksu Subscription Marketplace: Oddit Audit Drives Per Client and 40% Conversion Lift

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

LayoutE-commerce
inconclusive+75.0%

Multiple: Human Improvement: UX Audit Doubles CVR from 1.75% to 3.5% with 25% AOV Lift

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

LayoutE-commerce
inconclusive+20.0%

Product-page: Crossnet Sports: Oddit UX Audit Drives 20% Increase in Add-to-Cart Rate

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

LayoutE-commerce
inconclusive+40.0%

Multiple: UX Optimization

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

LayoutE-commerce
inconclusive+75.0%

Multiple: Soshe Beauty: Oddit UX Audit Nearly Doubles Conversion Rate

Context: How prices are displayed on the multiple directly influences perceived value and willingness to buy.

LayoutE-commerce
inconclusive+35.0%

Product detail page: Dr. Squatch: Product Page Optimisation for DTC Soap Brand

Context: Users on the product detail page need validation from others before committing — without visible proof of success, they hesitate.

LayoutE-commerce
inconclusive+37.5%

Login page: Bombas: Sock Brand Login and Account Engagement Optimisation

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

FormE-commerce
inconclusive+10.0%

Product detail page: Universal Standard: Size Inclusivity DTC Purchase Conversion

Context: Users on the product detail page need validation from others before committing — without visible proof of success, they hesitate.

LayoutE-commerce
inconclusive+22.5%

Confirmation page: Gousto: Order Confirmation Page Marketplace Repositioning

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

PricingE-commerce
inconclusive+55.0%

Product detail page: DIFF Eyewear: DTC Eyewear Product Page Conversion Lift

Context: How prices are displayed on the product detail page directly influences perceived value and willingness to buy.

LayoutE-commerce
inconclusive+15.0%

Product detail page: Ring: Add-to-Cart and AOV Optimisation for Security Hardware

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

LayoutE-commerce

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