Overview
Run disciplined experiments across ads, landing pages, and email — one row per test, capturing the hypothesis, what changed, the primary metric, sample size, result, and the decision so every test produces a documented learning.
What's Inside
- Test ID, channel/surface (Meta, Google, landing page, email), and start/end dates.
- Hypothesis and the single variable changed (the “what” and the “why”).
- Control vs. variant: the primary metric (CTR, CVR, CPA, ROAS), sample size, and confidence.
- Result, winner, % lift, and statistical-significance check.
- Decision and learning: ship / iterate / kill, plus the insight to carry into the next test.
How to use this template
How to use the A/B test tracker template:
- Make a copy. Import the CSV into Google Sheets (File → Import) or open it in Excel, then save your own copy.
- Write the hypothesis. State what you believe and why, e.g. “A benefit-led headline will beat the feature-led control on CTR because it speaks to outcome.”
- Change one variable. Log the single element under test (headline, hook, thumbnail, CTA, audience). One variable per test keeps results attributable.
- Define success up front. Set the primary metric and the minimum sample size / duration before you launch — not after you peek at results.
- Run and record. Enter control vs. variant numbers, then check significance before declaring a winner (use the linked significance calculator).
- Decide and document. Mark ship / iterate / kill, the % lift, and the one-line learning.
- Compound it. Feed each winner into the next test so your creative and funnel improve continuously instead of resetting.
Pro tips
- One variable at a time: Test a single element per experiment so a win is actually attributable to the change.
- Decide significance first: Set your sample size and confidence threshold before launch to avoid calling winners on noise.
- Log the losers: A “no difference” or losing test is still a documented learning — record it so the team doesn’t re-run it.
- Prioritise by impact: Test the highest-leverage elements first (hook, offer, audience) before polishing minor details.
Example uses
Meta creative test
Three hook variations against one control, judged on 3-second view rate and CTR, with the winner promoted to the next round.
Landing page CVR test
Benefit-led vs. feature-led hero, measured on conversion rate with a pre-set sample size and significance check before shipping.
Works with
Google SheetsMicrosoft ExcelApple Numbers