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Pricing A/B Test Results

Experiments on pricing displays, tier ordering, anchoring, and payment framing. Learn what pricing presentation converts best.

59
Experiments
32%
Win rate
+20.0%
Avg. winner lift
19
Winners found

Key Findings: Pricing A/B Tests

Across 59 pricing experiments, 32% resulted in a statistically significant win. Winning variants saw an average lift of +20.0%. Meanwhile, 6 tests underperformed the control with an average drop of -8.3%.

34 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 testing strategy and avoid repeating experiments that have already been run.

Outcome Breakdown

Top 30 of 59 Experiments

inconclusive

Home landing: Visible Or Hidden Offer Pages

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

PricingCross-Industry
inconclusive

Checkout: Less Or More Visible Prices

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

PricingCross-Industry
inconclusive

Checkout: Pricing Comparison Table

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

PricingCross-Industry
inconclusive

Shopping cart: Free Shipping

Context: Friction during the shopping cart process causes users to abandon right when they're closest to converting.

PricingCross-Industry
inconclusive

Product: Unit Prices

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

PricingCross-Industry
inconclusive

Product: One Time Payment Copy

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

PricingCross-Industry
winner

Product: Product Page

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

PricingE-commerce
loser

Pricing Page: Pricing Page

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

PricingSaaS
winner

Landing Page: Social Proof Display

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

PricingEnergy & Utilitiesn=0
inconclusive

Product: What It's Worth on Product Page

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

PricingCross-Industryn=1,052,531
inconclusive

Product: More Or Fewer Plans on Product Page

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

PricingCross-Industry
inconclusive

Product: Less Or More Visible Prices on Product Page

Context: Key actions on the product disappear as users scroll, creating a gap between intent and the ability to act.

PricingCross-Industryn=22,957
inconclusive

Listing: Less Or More Visible Prices

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

PricingCross-Industryn=55,293
inconclusive

Listing: Product Highlights

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

PricingCross-Industryn=149,200
inconclusive

Checkout: Headline & Copy Test

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

PricingCross-Industryn=2,052
inconclusive

Checkout: Standard Or Superscript Price Format

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

PricingCross-Industryn=175,677
inconclusive

Checkout: Optional or Confident Recommendation

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

PricingCross-Industryn=58,597
inconclusive

Checkout: Pricing Comparison Table

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

PricingCross-Industryn=23,336
inconclusive

Checkout: Currency & Taxes

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

PricingCross-Industryn=1,702
inconclusive

Checkout: Complementary Upsell

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

PricingCross-Industryn=6,079
winner

Pricing Page: Pricing Page

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

PricingSaaS
winner

Product: Product Page

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

PricingE-commerce
winner

Product: Product Page

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

PricingE-commerce
winner

Product: Product Page

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

PricingE-commerce
loser

Product: Product Page

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

PricingE-commerce
winner

Listing: Listing Page

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

PricingTravel
inconclusive

Signup: Payment First

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

PricingCross-Industry
inconclusive

Shopping cart: What It's Worth

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

PricingCross-Industry
inconclusive

Checkout: Checkout Flow Simplification

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

PricingCross-Industry
inconclusive

Checkout: Currency & Taxes

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

PricingCross-Industry

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