EXPOSED
The core loop — load product, set time/temperature, watch gauges, pull batches, log readings, clean the equipment — is physical work in a food plant, which shields it from language AI but not from the PLC-and-sensor automation that has been eating these lines for decades. Recipe adherence, batch logging, and process-parameter monitoring are already handled by control systems on modern lines; what keeps a human on the floor is unjamming conveyors, hand-loading awkward product, sanitation, and catching an off-color or off-texture batch. There is no license, no signature, and no customer relationship to defend the role.
Mixed — a routine tier and a judgment tier. Setting fryer or retort time-and-temperature, holding a hold-tube at 161°F, and logging CCP readings are already PLC-and-recorder functions on any line built this century, but hand-loading irregular product into baskets, clearing a jammed conveyor mid-cook, breaking down and sanitizing a kettle, and eyeballing a batch that came out pale or mushy keep enough of the shift unautomated to hold this at 11 rather than down in the single digits.
Hands-on in uncontrolled environments. The shift is spent on a wet, hot plant floor moving 40-pound baskets and totes, reaching into steam-jacketed kettles and fryers, hosing down and reassembling equipment on sanitation, and working around live steam, hot oil, and moving belts — uncontrolled enough to sit at 14, short of 18 because it is one fixed plant with guarded machines rather than an unpredictable outdoor or client site.
No licence, no signature requirement. No state license, no board, no personal signature: the plant's HACCP plan and the PCQI or QA manager who wrote it carry the food-safety accountability, and a food-handler card plus in-house line training is the whole credential wall, which is why this lands at 2 rather than 0-only-because-you-initial-the-cook-log.
Anonymous artifact production. Product leaves in a sealed package with a lot code and no name attached, and the only relationships that matter are with the line lead and the sanitation crew on your own shift — worth a 3 because supervisors do retain the operators who know a particular retort's quirks, not because any customer asks for you.
Executes defined procedures on defined inputs. Cook parameters come from a written recipe and the HACCP critical limits, deviations go to QA or the supervisor rather than being resolved on the floor, and the discretion you actually own — call this batch off-texture, stop the line for a jam, adjust for a slightly wetter incoming lot — is real but bounded, putting it at 5 rather than in the procedural-only 0-2 range.
Bakers EXPOSED
Cooks, Restaurant EXPOSED
Butchers and Meat Cutters EXPOSED
Has AI actually changed your work?