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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.

162 experiments
Winners, losers & inconclusive
Full statistical details
winner+2.8%

Landing Page: Copy & Messaging Optimization

Problem: The copy on the landing page may not be speaking to users' actual motivations — the words you use shape how users perceive the offer.

Copy & MessagingEnergy & Utilitiesn=12,981
inconclusive+5.7%

Landing Page: Desktop Grid Builder Experience

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

Copy & MessagingEnergy & Utilitiesn=11,805
inconclusive-4.6%

Landing Page: Layout Optimization

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

LayoutEnergy & Utilitiesn=10,627
winner+10.3%

Landing Page: Layout Optimization

Problem: The information hierarchy on the landing page may not match how users actually scan and process the content.

LayoutEnergy & Utilitiesn=10,266
inconclusive-1.7%

Landing Page: Layout Optimization

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

LayoutEnergy & Utilitiesn=10,023
inconclusive

Landing Page: Texas Grid Plan Builder_New Codebase

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

LayoutEnergy & Utilitiesn=8,897
winner+4.0%

Landing Page: Layout Optimization

Problem: The information hierarchy on the landing page may not match how users actually scan and process the content.

LayoutEnergy & Utilitiesn=7,923
winner+21.5%

Landing Page: Paid Landing Pages

Problem: How "Paid landing pages" is implemented on the landing page can meaningfully affect conversion — this element is worth testing.

Social ProofEnergy & Utilitiesn=4,831
loser-18.9%

Landing Page: Grid vs List Layout

Problem: The information hierarchy on the landing page may not match how users actually scan and process the content.

LayoutEnergy & Utilitiesn=3,978
inconclusive-2.9%

Landing Page: Navigation - Promotion Feature

Context: Coupon and promo code fields on landing pages can distract users — they leave to hunt for codes, reducing completion rates.

CTAEnergy & Utilitiesn=3,879
winner+20.2%

Landing Page: Texas Grid Plan Builder

Problem: The information hierarchy on the landing page may not match how users actually scan and process the content.

LayoutEnergy & Utilitiesn=3,592
loser-17.4%

Landing Page: Auto Pay Opt-In / Unlock

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

PricingEnergy & Utilitiesn=2,276
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
inconclusive+5.0%

Landing Page: Plan Protection - Landing

Context: How "Plan protection - landing" is implemented on the landing page can meaningfully affect conversion — this element is worth testing.

LayoutEnergy & Utilitiesn=919
inconclusive

Landing Page: Layout Optimization

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

LayoutEnergy & Utilitiesn=0
inconclusive

Landing Page: Order Now CTA

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

CTAEnergy & Utilitiesn=0
inconclusive

Landing Page: Alberta Grid Page

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

LayoutEnergy & Utilitiesn=0
inconclusive

Landing Page: Desktop Grid Page

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

LayoutEnergy & Utilitiesn=0
inconclusive

Landing Page: Page Updates

Context: How "Page updates" is implemented on the landing page can meaningfully affect conversion — this element is worth testing.

LayoutEnergy & Utilitiesn=0
inconclusive

Landing Page: Grid Page - Top Row Filter

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

Mobile UXEnergy & Utilitiesn=0

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