Scope
Build one well before sketching three.
Churn Saver comes first because its design is furthest along. Nothing on this site is built yet.
Data
Generate about 200 synthetic customers with planted causes and an answer key.
Graph
Build the Churn Saver graph in Python and LangGraph, with the approval pause.
Page
A simple list of at-risk customers, the reason for each, and approve or reject buttons.
Show it
A small repo and a two-minute screen recording.
Left out on purpose: real customer data, anything resembling real internal systems, and automatic sending. The other two designs stay on paper until the first one works.