Bottom lineMost churn starts at the first invoice, months before the exit survey asks why.
Customers leave over the billing format, not price: the survey never offers that option.
Technicians spot leaving customers weeks early but have no way to flag it.
Section 4 · Churn moments by segment
Each claim is traced to the people who raised it and the people who contradicted it, then weighed by how close each source sits to the events, how recent their view is, and whether they could have heard it from one another. Each claim is traced to the people who raised it and the people who contradicted it, then weighed by how close each source sits to the events, how recent their view is, and whether they could have heard it from one another.
Section 5 · Early signals your teams already see
Each claim is traced to the people who raised it and the people who contradicted it, then weighed by how close each source sits to the events, how recent their view is, and whether they could have heard it from one another. Each claim is traced to the people who raised it and the people who contradicted it, then weighed by how close each source sits to the events, how recent their view is, and whether they could have heard it from one another.