Run A/B tests in cadences

Test one variable at a time and declare winners with confidence.

4 min read · Updated May 2026

A/B testing

Only test one dimension at a time (subject line, opener, or CTA) and wait for meaningful sample size.

Decision rule

Avoid false winners

Do not end tests too early. Keep both variants running until you have enough replies to reduce random swings.