EXPOSED
Almost nothing here is text or screen work, so language AI barely touches the core job: sorting soiled loads, loading washers and tumblers, spot-treating stains, operating presses, and folding and bagging finished garments. The real threat is conventional industrial automation — continuous batch washers, automated feeders and folders in high-volume institutional laundries — which has been quietly shrinking headcount per pound for decades, and AI-assisted vision sorting accelerates that. Limp-fabric handling remains genuinely hard for robots, so the small-shop and retail dry-clean tier persists longer than the hospital/hotel linen plants.
Tasks largely resist digitisation. Feeling a lapel to judge whether a stain is protein or oil-based, pinning a torn seam before it goes through a press, and untangling a mixed load of bras, bedsheets and coveralls are physical judgement tasks no language model performs — the 14 rather than 18 reflects that institutional flatwork (sheets, towels, napkins) is already fed and folded by machine in the big plants.
Hands-on in uncontrolled environments. You are standing eight hours in 90-degree air near steam presses and tumblers, lifting 40-pound wet loads, handling solvent-soaked garments and shaking out limp fabric by hand — it sits at 15 rather than 19 because the floor itself is an indoor, fixed plant, not a customer's home or an unpredictable outdoor site.
No licence, no signature requirement. No licence, no certificate, no exam gates this work; even the perchloroethylene rules under EPA's NESHAP land on the shop owner's permit, not on the person running the machine, which is why this is a 1 and not a 5.
Anonymous artifact production. Hotel and hospital linen leaves the plant anonymous, but the retail dry-clean counter has regulars who ask for the same person to handle a wedding dress or a favorite suit — that thin, replaceable familiarity is what keeps it at 5 instead of 0.
Executes defined procedures on defined inputs. Calls like which solvent for silk versus wool, water temperature, and when a garment is too damaged to process follow the care label and posted shop procedure, with anything expensive or disputed escalated to the manager — real but narrow discretion, hence 4.
Cooks, Restaurant EXPOSED
Has AI actually changed your work?