Pricing Page: Lower Price Frames
Hypothesis
If we reframe annual pricing as a monthly rate (e.g. '$6/month billed yearly'), then overall sales and annual plan sales will improve because smaller-seeming numbers reduce sticker shock.
Test Results
Key Learning
Problem: How prices are displayed on the pricing page directly influences perceived value and willingness to buy.
What worked: Framing annual prices as monthly rates makes pricing psychologically more accessible. Validated across 4 related tests show this consistently improves overall sales and annual plan sales by reducing sticker shock on annual plans. (+10.5% lift)
Takeaway: A meaningful improvement that compounds with other optimizations. Pricing perception changes are high-leverage — consider testing anchor pricing, tier order, and billing defaults as follow-ups.
How to Apply This to Your Site
This experiment demonstrated that pricing page: lower price frames can produce a +10.5% improvement in conversions. The test was run on a pricing page page in the edtech industry. With 11,351 visitors in the sample, this is a robust result.
Before you test: Consider that pricing tests typically require large sample sizes to detect small effects. Run your test for at least 2 full business cycles to account for weekly traffic patterns.
This result reached 95% statistical confidence, meaning there is a very low probability the observed effect was due to chance. Results at this confidence level are generally considered reliable for making business decisions.
What Was Tested
In this experiment, the annual plan was standardized and framed in a monthly price context (during the iOS signup flow). This made the annual plan more comparable to the monthly plan price. Impact on overall sales and annual plan sales was measured.
Methodology
Build On These Learnings
Save your own experiments, spot winning patterns across your test history, and stop repeating what's already been tried.
Related Experiments
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Problem: How prices are displayed on the pricing page directly influences perceived value and willingness to buy.
Pricing Page: More Or Fewer Plans
Problem: How prices are displayed on the pricing page directly influences perceived value and willingness to buy.
Product: More Or Fewer Plans on Product Page
Context: How prices are displayed on the product directly influences perceived value and willingness to buy.
Signup: Payment First
Context: Friction during the signup process causes users to abandon right when they're closest to converting.