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 carries it: digitised waste capture at the machine, the arithmetic that clusters scrap and regrind by job, machine, shift and customer, and the ledger that reconciles regrind returned and scrap-sale value so the missing kilograms show up.
Where AI helps
AI is confined to reading paper waste registers and handwritten shift logs and matching each entry to the right job, machine and shift; no model changes a machine setting, it only shows where the waste sits.
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.