Paper, Print & Packaging
The floor knows setup and spoilage are high; nobody can say which job, press or shift drives it, because it lives in a job bag and a paper register that never gets costed. Makeready sheets (it can take up to 250 sheets to bring a job to colour), reel / sheet spoilage, and overruns that are run but never billed all hide inside conversion cost. Every quote assumes a machine-hour rate and a run speed; the floor rarely hits them. Idle time between short jobs, slow run speeds, micro-stoppages and setup overruns mean the press or finishing line earns less per hour than the quote priced, and nobody measures the gap. Every grade or GSM changeover on a paper machine throws broke and off-spec paper that is repulped or sold cheap; the loss is real and recurring but rarely costed by job or attributed to scheduling.
Who has it
All segments, with different drivers: makeready sheets and unbilled overruns on commercial and offset printers; board makeready and spoilage on the short brand runs at carton, label and packaging printers; setup and pass-spoilage on the print-finishing and converting job-shops; and grade-changeover broke on paper and board mills. The press and finishing-line losses are heaviest at commercial printers and finishing job-shops, while the changeover-broke loss is specific to the mills.
What we build
Digitise the makeready, spoilage and overrun capture at the press (off the press counter and the job bag), cluster it by job, press, shift and customer, and reconcile a true spoilage ledger so the missing sheets and the unbilled overruns finally show up. No model changes a press setting; it shows where the loss is. Capture actual run hours, run speed, idle and stoppage time by machine (off the press counter, PLC / MIS data where available, or the job bag), and surface realised machine-hour rate versus the quoted rate by machine, shift and job type, feeding it into true margin and the estimate-versus-actual loop. Capture broke and off-spec at each changeover, attribute it to the grade sequence and the schedule, and surface the changeover loss so the planner can sequence grades to minimise it. The planner decides the schedule; the layer shows the cost.
What is automated, where AI helps, who signs off
The reliable spine
The capture and reconciliation carry the value: makeready, spoilage and overruns are clustered by job, press, shift and customer into a true spoilage ledger, realised machine-hour rate is compared against the quoted rate, and changeover broke is attributed to the grade sequence, so the missing sheets, unbilled overruns and under-realising lines finally show up.
Where AI helps
AI is confined to reading the press counts, job bags and machine logs and matching the loss to the right job, press, shift and customer so the ledger reconciles; it surfaces where the cost sits, it never changes a press setting or the schedule.
Who signs off
The planner decides the schedule, and a named person signs off billing a recovered overrun, correcting a quoted rate and any grade-sequencing change.
What changes day to day
The few presses and repeat jobs driving most loss surface quickly and overruns that were run for free get billed, the under-realising machines and shifts become visible so they can be scheduled, maintained and re-quoted correctly, and grade sequencing improves so changeover broke falls.
Illustrative outcome
In one illustrative case, a commercial offset printer cut makeready and spoilage on its worst presses and recovered unbilled overruns worth several margin points; realised machine-hour rate on the worst lines improves and changeover loss per month drops. 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.