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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.

23
Experiments
26%
Win rate
6
Winners found

Key Findings: Pricing A/B Tests

Across 23 pricing experiments, 26% resulted in a statistically significant win. Meanwhile, 2 tests underperformed the control.

15 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

All 23 Experiments

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

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
inconclusive

Product: Welcome Discount

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

PricingCross-Industry
inconclusive

Checkout: Autodiscounting

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

PricingCross-Industry
inconclusive

Product: Lower Price Frames

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

PricingCross-Industry
inconclusive

Product: More Or Fewer Plans

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

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

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

Product: One Time Payment Copy

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

PricingCross-Industry
winner

Listing: Listing Page

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

PricingTravel
loser

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

PricingE-commerce
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

Product: Product Page

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

PricingE-commerce

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