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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.

15 experiments
Winners, losers & inconclusive
Full statistical details
loser

Home landing: Form Field Labels

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

FormSaaS
winner

Home landing: CTA Button Optimization

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

LayoutSaaS
winner

Home landing: Form Field Labels

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

Social ProofSaaS
winner

Pricing Page: Pricing Page

Problem: How prices are displayed on the pricing page directly influences perceived value and willingness to buy.

PricingSaaS
loser

Pricing Page: Pricing Page

Problem: How prices are displayed on the pricing page directly influences perceived value and willingness to buy.

PricingSaaS
winner

Listing: Layout Optimization

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

LayoutSaaS
loser

Home landing: CTA Button Optimization

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

CTASaaS
winner

Home landing: CTA Button Optimization

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

LayoutSaaS
winner

Listing: Search UX Enhancement

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

NavigationSaaS
winner

Home landing: UX Pattern Optimization

Problem: How "Ux pattern optimization" is implemented on the home landing can meaningfully affect conversion — this element is worth testing.

LayoutSaaS
winner

Home landing: Checkout Flow Simplification

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

LayoutSaaS
loser

Listing: Has Been A/B Testing Link Colors (Again) And This Light Blue Didn't Pass

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

LayoutSaaS
winner

Listing: Navigation Structure Test

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

FormSaaS
winner

Home landing: Homepage — 4 Button Labels With "Try It Now" Possibly Leading

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

FormSaaS
winner

Home landing: Homepage — All These Tested Homepage Variations - Perhaps This One Will Help?

Problem: Product recommendations on the home landing either help users find what they need or add noise that distracts from the primary purchase.

LayoutSaaS

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