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 reconciliation arithmetic: the deployment plan, the site muster, the client-billed number and the payroll-paid number are tied together per site, per contract, per cycle by deterministic calculation, and every recovery is evidenced back to the muster and invoice it came from.
Where AI helps
AI is limited to bounded reading and matching from the operator's own records, for example reading a client attendance sheet or a paper muster into the structured numbers the reconciliation compares; 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.