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SaaS A/B Test Results

Software-as-a-service experiments including trial signups, pricing pages, and feature adoption optimization.

15
Experiments
73%
Win rate
11
Winners found

Key Findings: SaaS A/B Tests

Across 15 saas experiments, 73% resulted in a statistically significant win. Meanwhile, 4 tests underperformed the control.

These results come from real A/B tests with sample sizes ranging from hundreds to millions of visitors. Use them to inform your own saas testing strategy and avoid repeating experiments that have already been run.

Outcome Breakdown

All 15 Experiments

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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