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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.

12 experiments
Winners, losers & inconclusive
Full statistical details
loser-7.5%

Landing Page: Pricing Display Change

Problem: The headline on the landing page may not resonate with what users actually care about or address their top objections.

PricingEnergy & Utilitiesn=28,875
loser-3.6%

Landing Page: Rate Toggle

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

PricingEnergy & Utilitiesn=24,285
loser-8.5%

Landing Page: Social Proof Optimization

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

Social ProofEnergy & Utilitiesn=23,353
loser-4.6%

Landing Page: Grid Attributes

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

PricingEnergy & Utilitiesn=20,307
loser-3.1%

Landing Page: Get Started CTA

Problem: 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=20,244
loser-5.4%

Landing Page: Grid Plan Colors

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

Mobile UXEnergy & Utilitiesn=16,890
loser-5.8%

Landing Page: Combination

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

LayoutEnergy & Utilitiesn=15,455
loser-13.5%

Mobile: Mobile & Tablet Grid Builder Experience

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

LayoutEnergy & Utilitiesn=15,342
loser-3.3%

Checkout: We're Holding Your Rate Urgency

Problem: Without clear urgency signals, users delay their decision on the checkout, leading to drop-offs and abandoned sessions.

Copy & MessagingEnergy & Utilitiesn=5,750
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
loser-7.3%

Checkout: Layout Optimization

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

LayoutEnergy & Utilitiesn=3,009
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

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