A/B Test Significance Calculator — Split-Test Z-Test

Conversion lift, z-score and p-value with 90/95/99% verdict chips.

Quick answer: Run a two-proportion z-test on your A/B split results and get conversion lift, z-score and p-value with 90/95/99% verdicts — instantly, no signup.

Assumptions: visitors randomly and independently split, one conversion per visitor, binomial outcomes, and enough data for the normal approximation. Minimum-sample guidance: aim for ~1,000+ visitors and ~50–100+ conversions per variant; below that, keep running the test.

How to use

  1. Enter visitors and conversions for variant A.
  2. Enter visitors and conversions for variant B.
  3. Press Evaluate to get rates, lift, z-score and p-value.
  4. Read the 90/95/99% verdict chips before calling a winner.

General information only — not medical, financial or legal advice. Figures cross-checked against public official sources (IRS / HMRC / NHS / WHO guidance); content last reviewed September 2026. For decisions that matter, confirm with a licensed professional in your country.

About this tool

Two variants, four numbers — visitors and conversions for A and B — and this calculator does the statistics honestly: conversion rates, relative lift, the pooled two-proportion z-test with z-score and a two-tailed p-value computed by an embedded erf approximation, then verdict chips at the 90%, 95% and 99% confidence levels. It also refuses to flatter you: a minimum-sample guidance note warns that tiny tests produce big fake wins, and the assumptions behind the math — random split, independent visitors, binomial conversions — are stated rather than hidden. Product managers, marketers and indie founders can settle variant arguments in ten seconds, and because every number computes locally in your browser, your funnel data never leaves the page.

FAQ

What test does this run?
A two-proportion z-test with a pooled conversion estimate: z is the difference in rates divided by the pooled standard error, and the two-tailed p-value comes from an embedded erf approximation of the normal curve.
What does the p-value mean?
The probability of seeing a lift at least this extreme if both variants truly converted identically. Below 0.05 is the common significance bar; below 0.01 is stronger evidence.
How big should my sample be?
Rule of thumb: 1,000+ visitors and 50–100+ conversions per variant before trusting any verdict. With fewer conversions, a green chip can still be noise.
Why 90/95/99% chips?
They map to p-values 0.10, 0.05 and 0.01 so you can pick a risk level — 90% for low-stakes tweaks, 95% as standard, 99% before a big rollout.
What assumptions does the math make?
Random independent splitting, one conversion per visitor, binomial outcomes and enough data for the normal approximation. Peeking early or segmenting after the fact breaks them — disclose them when you report.

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