Illuminate in-store lifecycle event measurement gaps
Expansion often reveals that teams are measuring different versions of the same journey.
More instrumentation can add noise when the most useful unit of meaning is still unclear.
“At the register, I need it to work without anyone guessing what happened.”
Bruno Monteiro · Store shopper
Uses a contactless or assisted checkout flow where transaction context can vary by device and location.
What pulls against what
- instrumentation breadth vs. semantic confidence
- shopper-flow insight vs. operational diagnosis
- fast inference vs. grounded evidence
What is at stake
The data gap is real, but its most valuable interpretation is unclear. A focused discovery path can prevent broad instrumentation that still fails to answer key questions
Why Affirm
At Affirm, consistent visibility can matter when interest-free plans move across online and in-store contexts.
Written for
This is the setup. The work is inside.
Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.