Software-as-a-service experiments including trial signups, pricing pages, and feature adoption optimization.
Across 15 saas experiments, 73% resulted in a statistically significant win. Meanwhile, 4 tests underperformed the control.
These results come from real A/B tests with sample sizes ranging from hundreds to millions of visitors. Use them to inform your own saas testing strategy and avoid repeating experiments that have already been run.
Problem: Each additional form field adds friction to the home landing, increasing the chance users abandon before completing their submission.
Problem: The primary call-to-action on the home landing isn't converting at its potential — design, copy, or placement may be the bottleneck.
Problem: Each additional form field adds friction to the home landing, increasing the chance users abandon before completing their submission.
Problem: How prices are displayed on the pricing page directly influences perceived value and willingness to buy.
Problem: How prices are displayed on the pricing page directly influences perceived value and willingness to buy.
Problem: The information hierarchy on the listing may not match how users actually scan and process the content.
Problem: The primary call-to-action on the home landing isn't converting at its potential — design, copy, or placement may be the bottleneck.
Problem: The primary call-to-action on the home landing isn't converting at its potential — design, copy, or placement may be the bottleneck.
Problem: Users can't quickly find relevant products or content on the listing, leading to frustration and early exits.
Problem: How "Ux pattern optimization" is implemented on the home landing can meaningfully affect conversion — this element is worth testing.
Problem: Friction during the home landing process causes users to abandon right when they're closest to converting.
Problem: Users can't quickly find relevant products or content on the listing, leading to frustration and early exits.
Problem: Users arriving at the listing can't efficiently find what they're looking for, increasing bounce rates.
Problem: The primary call-to-action on the home landing isn't converting at its potential — design, copy, or placement may be the bottleneck.
Problem: Product recommendations on the home landing either help users find what they need or add noise that distracts from the primary purchase.
Save your own experiments, get AI-powered test ideas, and build on patterns from 15+ real tests.
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