What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
The reliable spine
The arithmetic carries the value: the running gap between the priced-in paper or fibre cost and the rate actually paid this week, surfaced per customer and grade with the rupee number attached, and the ranking of which customer, press, ink set or proofing gap drives most of the reprint and credit cost.
Where AI helps
AI is confined to reading scattered job bags, credit notes and purchase records and matching a reprint or a paid rate to the right job, customer and grade so the sweep is complete; it ranks the causes, it never sets a price or issues a credit.
Who signs off
A named person signs off every price revision and every credit or debit before it is raised.