What Is Not Working
A specialty coffee subscription looks profitable inside ad platforms, but many first-box buyers cancel before the business earns back the acquisition cost.
Internal Tool · A-06 · v0.3
WHY / WHAT
A specialty coffee subscription looks profitable inside ad platforms, but many first-box buyers cancel before the business earns back the acquisition cost.
Join creative, acquisition source and subscription history. Scale campaigns only when their cohorts reach the third delivery, then automate suppression and win-back around taste preferences.
WHAT THE CLIENT RECEIVES
TEST PLAN
Connect the events needed to observe the hypothesis.
Put the smallest useful artifact in front of real traffic or operators.
Keep, change or stop the direction using the named signals — not presentation taste.
This is not a client result; the numbers are sample data. For your project, we adapt the solution, tools and measurement to the task and budget.