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 read-only planning view: demand patterns, forecast-versus-actual gaps, slow-moving lots, stock-out risk on fast grades and the working capital tied in each, computed from the order book, sales history and stock, so the buyer sees the picture before he buys.
Where AI helps
AI may surface a pattern in past demand for the buyer to weigh; it is a sanity layer, never an oracle. It places no order and decides no quantity; the buying call stays human.
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.