AI module Cohort Reader

Cohort Reader

Sale reporting was leaning too hard on headline revenue and too lightly on payback, repeat rate and customer quality.

client problemworking moduleoperator review

Built from a real problem Cohort Reader

The work behind the module.

I built a module that reads cohorts after a sale and turns the numbers into acquisition lessons.

The sale gets judged by the customers it created and the “bank” ledger of new vs returning customers.

It reads the source material, handles the repeatable work, and stops for review before judgement or money gets involved.

live systemhuman reviewreceipts attached

“This was the literal practical implementation of ‘business dies without new customer acquisition.’ I just built this to show that in reality, with real numbers attached.”


Bring the messy version. I’ll tell you where I’d start.

The FOMO, the half-built experiment, the broken workflow, or the grand idea—bring that. We’ll shape the first build from there.