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 arithmetic on the recipe and the live price master: the formulation records, the batch-costing rules, the dosing-versus-target calculations, the price-feed integrations, the exception queue and the approval and reporting trail.
Where AI helps
AI is limited to reading varied supplier price lists, batch dosing logs and recipe notes into structured fields and flagging where actual dosing drifts from the target; the cost number, the reprice and the formulation decision stay with named people.
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.