CONFIDENCE — A/B Test Calculator

1 min read Original article ↗

With 2 variants running simultaneously, each result needs to reach 97.5% confidence to count as a win — not 95%. The more variants you test at once, the higher that bar gets.

Confidence over time

Traffic sensitivity

Confidence over time at different visitor volumes — because traffic decides how fast evidence piles up

Visitors needed by power

Based on your expected uplift assumption — larger real effect = fewer visitors needed

Time to power target

Assuming your expected uplift is correct — when the test should have enough visitors