What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
The reliable spine
The non-AI spine is the app itself: structured field capture of attendance, collections and documents, deterministic reconciliation of centre collections, and a live feed into the office systems, so the field becomes a system of record instead of a register.
Where AI helps
AI is limited to reading the documents captured at the doorstep so they reach the office as clean fields; the collection, the disbursement and any credit step stay with a named officer, never the app.
Who signs off
A named person signs off anything touching money, a customer promise, a regulated filing, a payment, a price, a credit decision or a people decision.