Paper, Print & Packaging
A leak unique to printed packaging: a brand changes a design, a price, a statutory marking or retires an SKU, and the printed cartons, labels or reels already made turn into dead stock, discovered a year later and written off. Printed stock is expensive dead stock because the print value is already sunk. Customer complaints, press rejects and internal rejections live in scattered notes; nobody can say which job, press, paper grade, ink set or shift drives most of the cost-of-poor-quality.
Who has it
Carton, label and packaging printers feel this most sharply, where artwork and SKU changes strand printed stock; commercial and offset printers carry it on printed commercial stock; paper and board mills carry it on printed reels. It touches all segments, strongest where colour, registration and finishing defects (carton, label and commercial printers) or reel caliper, brightness and runnability rejections (mills) drive the cost of poor quality.
What we build
An alert layer over finished-goods and work-in-progress inventory and the order book that flags printed stock against the customer's live SKU and artwork status, surfacing at-risk stock while it can still be recovered, dispatched, or billed to the customer instead of written off. A clustering layer over complaint records, reject sheets and rejection notes that groups defects by job, press / machine, paper grade, shift and customer, surfacing the few root causes carrying most of the cost. The action (corrective action, supplier debit, process change) stays with a person.
What is automated, where AI helps, who signs off
The reliable spine
The arithmetic and workflow carry the value: the inventory-against-live-SKU check, the standing rules for when stock is at risk, the defect ledger by job, press, grade and shift, and the exception queue that puts at-risk stock and the worst-cost defects in front of a person.
Where AI helps
AI is confined to reading messy complaint notes, reject sheets and artwork-change emails, matching printed stock to the customer's current SKU and artwork, and clustering scattered defect records into the few root causes; it proposes the at-risk list and the defect groups, it never writes off stock or raises a debit.
Who signs off
A named person signs off recovering, dispatching or writing off any stranded stock, raising a supplier debit, and any corrective action or process change.
What changes day to day
Stranded printed stock is recovered from the customer or cleared early before it ages into a write-off, and the plant fixes the two or three causes that matter instead of chasing every complaint.
Illustrative outcome
A recurring annual write-off of stranded printed stock becomes a recoverable line, and complaint-credit value drops on the worst accounts. Illustrative; final numbers come from your own data.
Illustrative; final numbers come from your own data.
Path to the build
Book a free 60-minute call, then a free Blueprint on the firm's own records. Deep-dive and build, followed by run and govern so the workflow keeps paying back.
Related builds
A free 60-minute call. No cost, no obligation, just a clear read on what is worth building.