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Pricing Page A/B Test Results

Pricing page experiments including tier presentation, feature comparison, and plan selection optimization.

18
Experiments
72%
Win rate
+21.4%
Avg. winner lift
13
Winners found

Key Findings: Pricing Page A/B Tests

Across 18 pricing page experiments, 72% resulted in a statistically significant win. Winning variants saw an average lift of +21.4%. Meanwhile, 1 test underperformed the control.

4 experiments were inconclusive, meaning the difference between control and variant was not statistically significant. Inconclusive results are still valuable — they tell you what doesn't move the needle, so you can focus testing effort elsewhere.

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

Outcome Breakdown

All 18 Experiments

loser

Pricing Page: Pricing Page

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

PricingSaaS
inconclusive

Pricing Page: Company Logos

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

Social ProofCross-Industry
winner

Pricing Page: Pricing Page

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

PricingSaaS
winner+100.0%

Pricing Page: Usage-Based Pricing Model vs Feature-Tiered Pricing

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

PricingSaaS
inconclusive+70.0%

Pricing Page: Wistia SaaS Pricing Model Restructure: Usage-Based vs Feature-Gated Plans

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

PricingSaaS
inconclusive+65.0%

Pricing Page: Codecademy Pricing and Plan Mix Testing Drives 5x Revenue Growth

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

PricingEdTech
inconclusive+45.0%

Pricing page: Wistia SaaS Pricing Model: Feature-Gated to Upload-Count Limits

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

PricingSaaS
winner+36.0%

Pricing Page: Pricing Page Repositioning as Education Tool

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

Copy & MessagingFintech
winner+24.0%

Pricing Page: Softer CTA Copy 'Select Plan' vs 'Order Now'

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

CTAEnergy & Utilities
winner+14.1%

Pricing Page: Pricing Prominency on Grid

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

PricingEnergy & Utilitiesn=23,235
winner+13.0%

Pricing Page: Removing 'Popular Plans' Tab, Showing All Plans

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

LayoutEnergy & Utilities
winner+12.5%

Pricing Page: What It's Worth

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

PricingFintechn=34,645
winner+12.5%

Pricing Page: One Time Payment Copy

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

PricingFintechn=89,887
winner+10.5%

Pricing Page: Lower Price Frames

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

PricingEdTechn=11,351
winner+10.0%

Pricing Page: Video Testimonials + Subscription Table Above Fold

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

Social ProofCross-Industry
winner+8.5%

Pricing Page: Least Or Most Expensive First

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

PricingEdTech
winner+8.5%

Pricing Page: More Or Fewer Plans

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

PricingFintech
winner+7.5%

Pricing Page: Company Logos

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

Social ProofSaaSn=6,021

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