Use a one-page template capturing hypothesis, audience, channel, artifact, primary metric, budget, timeline, and decision rule. After the run, record outcomes, screenshots, and key quotes. Over time, this log becomes a living memory that prevents repeated mistakes, accelerates onboarding, and turns scattered tests into a coherent, shareable body of cumulative evidence and conviction.
Before launching, define events and UTM parameters, verify analytics fire correctly, and sanity check numbers across tools. Label cohorts by channel and message. Archive creative versions and landing page copy. Clear naming conventions and audit habits ensure you can trust what you see, making it easier to compare experiments honestly and argue decisions with clarity rather than opinions.
Tiny tests still benefit from rigor. Use simple calculators or sequential testing approaches to reduce false positives. Avoid peeking too often, which inflates error rates and tempts premature celebration. Time-box runs based on traffic realities, then stop and decide. Clear, disciplined cadence beats sprawling experiments that drift without conclusions or consume cycles better spent exploring alternatives.
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