Product: Exposed Menu Options
Hypothesis
If we implement Exposed Menu Options on product pages, then conversion rate will improve because this is a repeatedly validated UX pattern.
Test Results
Key Learning
Problem: How prices are displayed on the product directly influences perceived value and willingness to buy.
What worked: has been validated across multiple real A/B tests. The evidence (5.5) suggests it is Almost Certainly better. Use this as a high-priority test hypothesis backed by industry meta-analysis. (+4.3% lift)
Takeaway: Even small lifts compound — across thousands of sessions, this adds up. Navigation improvements affect every page — measure downstream engagement and conversion to understand the full impact.
How to Apply This to Your Site
This experiment demonstrated that product: exposed menu options can produce a +4.3% improvement in conversions. The test was run on a product page page in the cross-industry industry.
Before you test: Consider that navigation tests typically require adequate traffic to reach statistical significance. 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
Testing whether Exposed Menu Options improves conversion performance. Based on 5.5 evidence points, version B is Almost Certainly better. Applicable to global, home-landing, listing, pricing, product, signup page types.
Methodology
Build On These Learnings
Save your own experiments, spot winning patterns across your test history, and stop repeating what's already been tried.
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