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 application itself: the roster, the geo-and-time-stamped muster, the reliever assignment and the SLA checklist are recorded by the field supervisor and the office as the system of record, and that record feeds the billing reconciliation and payroll directly.
Where AI helps
AI is limited to bounded reading or matching from the firm's own data, for example reading a muster photo or a paper register into the structured attendance record; it never owns the number, the approval, the promise or the decision.
Who signs off
A named person signs off anything touching money, stock, a customer promise, a regulated filing, a payment, a price, a credit decision or a people decision.