What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
The reliable spine
The whole build is non-AI: deterministic, event-driven integrations between the systems already in place, mapped, tested and monitored, with explicit handling when a system is down or a record does not match. An order flows to the billing, a completed trip to the accounts, a settlement to the reconciliation, all on fixed rules.
Where AI helps
AI plays no part in moving the records. At most it helps read a non-standard document or flag an odd mismatch in an exception queue on the operator's own data, for a person to resolve. It never posts, bills, settles or clears a record on its own.
Who signs off
A named person owns the integration mapping and signs off any rule change, and any exception the integrations route for human resolution.