COOKED
The core of this job — loading blanks into presses, offbearing finished parts onto conveyors, stacking, and visually spotting obvious defects — happens in a fixed, controlled plant environment with predictable part geometry, which is exactly where pick-and-place robots, cobot machine tenders, and vision inspection systems already work at production cost. The moat is not AI capability but capital budgets and short production runs: small shops with frequent changeovers keep humans because the payback math doesn't close. Nothing about the role requires licensure, a customer relationship, or ownership of ambiguous decisions, so there is no non-physical shield.
Mixed — a routine tier and a judgment tier. Feeding blanks and clearing finished parts is repetitive material handling on a fixed cycle, which robotic arms already do at production cost, so the 8 reflects only the surviving human-held work — jam clearing, unjamming a misfed sheet, re-orienting an odd blank, and handling changeover-heavy short runs where fixturing a robot costs more than the part.
Some physical or field component. You are on your feet on a plant floor lifting, stacking, and reaching into machine envelopes all shift, which puts this above any desk role, but the environment is a known bay with fixed machine positions, guarding, and pallet locations rather than a construction site or a customer's basement — hence 10, not the high teens.
No licence, no signature requirement. No licence, certificate, or apprenticeship gates this work; you're hired on general safety orientation and lockout/tagout training, and any injury or defect claim runs to the employer under OSHA and workers' comp, not to you personally.
Anonymous artifact production. Parts leave the department stamped and counted with no name attached; nobody downstream requests you specifically, and a temp agency can staff the station tomorrow with no customer noticing.
Executes defined procedures on defined inputs. Your decisions are bounded by the setup sheet and the machine's cycle — feed rate, scrap the obvious short shot, hit the e-stop, call the setter — and the 3 exists only because when to stop the press and flag a run is genuinely yours to call in the moment.
Pourers and Casters, Metal EXPOSED
Has AI actually changed your work?