Skip to content

Own the test results, not just the winners

Most teams keep the winning variant and discard the rest. The discarded results are the part that would have made the next decision cheaper.

Three platforms, three answers, one budget to defend. Your GA4 export already holds the answer, and the first finding is free and never leaves your browser. Get your first finding free

By , Founder & CEOUpdated 2 min read

The losing variants are data you paid for. Throwing them away means paying again for the same lesson.

What usually survives a test

The winner ships. The loser is deleted. The interval, the sample size, the date range and the hypothesis are in a chat thread that scrolls away.

Six months later someone proposes the losing idea again, in good faith, because there is no record that it was tried.

What a kept result looks like

FieldWhy
The hypothesis, as written before the testStops post-hoc reinterpretation
Both variants, not just the winnerSo the comparison can be rerun or revisited
Sample size and date rangeTells a later reader how much to trust it
The interval, not just the directionAn unresolved result is different from a null one
What else was runningPromotions and launches that could confound it

The fourth row is the one that changes behaviour.

The compounding argument

A team with two years of kept results can answer new questions from history: has this been tried, at what size, with what outcome. A team without them runs every test fresh.

The cost difference is not in the tests. It is in the tests you did not need to run.

Where to keep it

Somewhere you own and can query, not in a tool whose export you have never tried. The check is simple: try exporting it once, now, before you need it.

The same argument applies to channel data, and a causal read on a Google Analytics export works from a file you keep rather than a dashboard you rent. It shows what each channel caused next to what last-click gave it, with a data-health score rather than a confidence interval, for 99 euro once, refundable within 30 days, no questions asked.

Frequently asked questions

  • Why keep losing test variants?
    Because they are data you already paid for. Without a record, the same idea gets proposed again in good faith six months later and the test is run twice.
  • What should a kept test result contain?
    The hypothesis as written beforehand, both variants, sample size and date range, the interval rather than just the direction, and what else was running that could confound it.
  • Why does the interval matter in the record?
    Because lost and not resolved lead to different next actions.

Go deeper: Causal attribution, explained.

Sixty-second versions of these ideas: Causality Engine on YouTube Shorts.

Have an audience of ecommerce operators? Earn 20% recurring commission by recommending the €99 read.

Keep reading

Terms in this article

Browse the full glossary

Your platforms guess.
We run the math.

Upload a GA4 export and see what each channel caused, next to last-click, in 1–2 minutes. The read is yours to keep.

The free finding runs in your browser. Your file never leaves it. The full read is €99, refundable within 30 days, no questions asked. Prices exclude VAT.