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 integration itself: deterministic, tested connectors move a worker and an attendance record between sourcing, attendance, payroll, statutory and billing, with explicit handling when a system is down or a record does not match, so nothing is invented in transit.
Where AI helps
AI is limited to bounded reading, extraction or matching from the firm's own data where a record needs to be reconciled across two systems, for example matching the same worker under two spellings; 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.