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 connectors and the model: read-only integrations pull the attendance, payroll, statutory and accounting records into one source-linked layer where every figure is traceable to its origin, with no figure invented or overwritten.
Where AI helps
AI is limited to bounded reading, extraction or matching from the firm's own data where the same entity has to be reconciled across systems, for example matching a client or a worker recorded differently in two tools; 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.