Real experiments. Real outcomes. Actionable patterns. Browse A/B tests with problem-to-solution framing, results, and recommendations for what to test next.
Context: Friction during the checkout process causes users to abandon right when they're closest to converting.
Context: The primary call-to-action on the checkout isn't converting at its potential — design, copy, or placement may be the bottleneck.
Context: Friction during the checkout process causes users to abandon right when they're closest to converting.
Context: Friction during the checkout process causes users to abandon right when they're closest to converting.
Context: How prices are displayed on the checkout directly influences perceived value and willingness to buy.
Context: How prices are displayed on the checkout directly influences perceived value and willingness to buy.
Context: Each additional form field adds friction to the checkout, increasing the chance users abandon before completing their submission.
Context: Friction during the checkout process causes users to abandon right when they're closest to converting.
Context: How prices are displayed on the checkout directly influences perceived value and willingness to buy.
Context: Friction during the checkout process causes users to abandon right when they're closest to converting.
Problem: Each additional form field adds friction to the checkout, increasing the chance users abandon before completing their submission.
Problem: Users can't quickly find relevant products or content on the checkout, leading to frustration and early exits.
Problem: Friction during the checkout process causes users to abandon right when they're closest to converting.
Context: Friction during the checkout process causes users to abandon right when they're closest to converting.
Sticky mobile CTAs can compress time-on-page meaningfully (~15% faster) without sacrificing engagement signals — users converted at a directionally higher rate AND moved through the page faster, suggesting reduced hesitation rather than rushed clicks. The result was shipped via 90/10 holdout monitoring rather than traditional 50/50 A/B inference — the high baseline (~85%) and limited mobile traffic made full A/B underpowered, so the team chose a holdout-validated rollout as the deliberate methodology. Bayesian P(variant > control) was ~0.90, supporting the directional ship call. Worth noting: external research flags sticky CTAs as context-dependent — they help when the primary action is buried below the fold, but can hurt on shorter pages where the original CTA is already visible.
Problem: Coupon and promo code fields on checkouts can distract users — they leave to hunt for codes, reducing completion rates.
Problem: Coupon and promo code fields on checkouts can distract users — they leave to hunt for codes, reducing completion rates.
Context: Each additional form field adds friction to the checkout, increasing the chance users abandon before completing their submission.
Context: Users on the checkout need validation from others before committing — without visible proof of success, they hesitate.
Context: Friction during the checkout process causes users to abandon right when they're closest to converting.
Build on what's already been learned. Save your own experiments, surface winning patterns, and make every test count.