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Growth & customers

A/B test sample planner

Estimate the visitors and time needed to detect a conversion improvement before launching an experiment.

Your scenario

Approximate normal two-proportion sample size, equal 50/50 split, two-sided 5% significance and 80% power. Relative lift: a 5% baseline with 20% lift becomes 6%, not 25%. Days = total sample ÷ eligible daily visitors, rounded up. Independent binary outcomes, fixed horizon, no repeated peeking or multiple-test correction.

Your inputs stay in this browser. No account needed. Use one currency consistently; amounts are not converted.

Scenario chart

Total visitors required

The table contains the exact plotted values. Change an input and calculate again to compare scenarios.

Data table

Further reading: statsmodels ↗