What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
The reliable spine
The reliable spine is non-AI: the calculations over the connected layer that produce margin by principal and line after credit, dead-stock and expiry cost, the cash cycle, per-counter performance, department-wise gross and the scheduled MIS pack.
Where AI helps
AI is confined to reading the connected data and drafting a plain summary of what the numbers show; it never owns the figure, the target or the decision taken from it.
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.