What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
The reliable spine
The asset master, the life and location tracking and the cost-per-job calculation carry the value: each cylinder, plate and die is recorded with what it makes, who owns it, its remaining life, where it sits, its last refurb and its cost, so a changeover starts with a lookup, not a hunt.
Where AI helps
AI is confined to reading old job bags, engraving records and refurb notes to identify which existing cylinder or plate already makes a job, so a re-make is avoided; it surfaces the match, a person confirms it.
Who signs off
A named person signs off engraving a new cylinder or plate, scrapping a worn one, and the tooling cost that enters a job quote.