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Wednesday, October 28, 2026Wrenfield Coffee · Alex Morgan ·
Reorders agent
Reorders agent · Email · At work

Experiments

How experiments are judged
  • The current version always runs alongside the challengers, so results are compared fairly.
  • A test is called once, at its planned end: a version wins only at 95% confidence or more, with at least 20 conversions in every version.
  • Before the planned end, a lead can still reverse, however strong it looks, so the test isn't called early.
  • If nothing clears the bar at the planned end, the current version stays.

Running now · 1

Running
Klaviyo · first-time buyers

Brew-guide sequence vs the old one

Three short emails with a brew guide for the coffee they bought will get more first-time buyers to a second order than the old five-email sequence.

Day 5 of 14Oct 24 – Nov 6

Too early to call

  • Previous sequence · current1.6%
  • Brew-guide sequence2.1%

Finished · 1

Winner found
Klaviyo · follow-up email to first-time buyers

Short follow-up email vs long

A follow-up email half the length will get more clicks to reorder.

Ran 10 daysOct 6 – Oct 15

The short email won: clicks to reorder more than doubled, from 3% to 7%, over 99% confident.

  • Long follow-up email · current3.0%
  • Short follow-up email7.0%