A/B Testing Tools & Guides

Free statistical tools and reference guides for designing, analyzing, and interpreting A/B tests. All content runs client-side with no data sent to any server.

Statistical Calculators

A/B Test Sample Size Calculator

Calculate the exact number of visitors needed per variant before launching your A/B test. Enter your baseline conversion rate, minimum detectable effect, and desired power level. Includes common sample size tables, duration estimates, and guidance on choosing the right MDE for your business.

P-Value Calculator for A/B Tests

Compute p-values using the two-proportion Z-test and understand what they actually mean. Covers common significance thresholds (0.05, 0.01, 0.10), the five most common p-value misconceptions, and the difference between one-tailed and two-tailed tests.

Chi-Square Test Calculator

Apply the chi-square test of independence to A/B test data. Build contingency tables, compute degrees of freedom, and learn when to use chi-square versus the Z-test. Includes guidance on Yates' continuity correction and minimum sample size requirements.

Confidence Interval Calculator

Calculate confidence intervals for conversion rates using both the normal approximation and Wilson score method. Learn how to report A/B test results with confidence intervals and understand their relationship to statistical significance.

Bayesian Methods

Bayesian A/B Testing Guide

Comprehensive guide to Bayesian A/B testing using the Beta-Binomial conjugate prior model. Covers posterior probability calculation, expected loss as a decision metric, credible intervals, and when to choose Bayesian over frequentist methods.

Main Calculator

Use the ABWex A/B Test Significance Calculator for hands-on analysis with both frequentist and Bayesian modes, multi-variant comparison, revenue impact projections, and sample size planning — all in one tool.

About the Author

Built by Michael Lip — Solo developer with 10+ years experience. 140+ PRs merged into open source projects including Google Chrome and Axios. Creator of 20+ Chrome extensions and the Zovo developer tools collection.

Bayesian A/B Test Calculator — Posterior Distributions & Probability of Winning

Free Bayesian A/B test calculator with posterior Beta distribution visualization. Compute probability of winning, expected loss, credible intervals, and risk analysis for your experiments.

Conversion Rate Calculator with Confidence Intervals

Free conversion rate calculator with Wilson, Clopper-Pearson, and Normal confidence intervals. Compare up to 4 variants, visualize error bars, test significance between pairs, and project revenue impact.

Statistical Power Analysis Calculator for A/B Tests

Free power analysis calculator for A/B testing. Compute required sample size, visualize power curves, support one-tailed and two-tailed tests, and calculate Cohen's h effect size.

Chi-Square Test Calculator — Statistical Independence Testing

Free chi-square test of independence calculator with dynamic 2×2 to 5×5 frequency tables. Computes chi-square statistic, degrees of freedom, p-value, Cramér's V, and visualizes observed vs expected counts with critical region shading.

Sequential Testing Tool — Stop A/B Tests Early With Confidence

Free sequential testing tool using O'Brien-Fleming boundaries. Input daily visitors, baseline conversion rate, and MDE to generate a day-by-day stopping schedule. Overlay live test results to see whether you can stop your A/B test today.