EXPOSED
Nothing a fast food cook does is text or screen work, so language models are irrelevant here — the threat is purpose-built kitchen robotics and equipment automation aimed at exactly these tasks: fry baskets, griddle patties, drink and shake dispensing, assembly lines. The work is embodied but deliberately deskilled and standardized, which is the easiest kind of physical work to mechanize, and there's no license, no signature, and no customer paying for a relationship with the person at the fryer. What survives is the messy human middle: reading a rush, fixing a jammed line, prepping unpredictable produce, keeping a station clean and safe when equipment misbehaves.
Mixed — a routine tier and a judgment tier. Timed fry drops, griddle patty flips, and shake dispensing are already commercially automated (Flippy, autonomous fry stations), but the same shift also means breaking down a jammed lettuce shredder, working a lunch rush where orders arrive out of sequence, restocking a walk-in, and hand-wrapping items whose sizes and fillings change with every LTO promo — enough non-scripted physical work to sit at 11 rather than in the single digits.
Hands-on in uncontrolled environments. A 14 reflects a fixed kitchen footprint — same fryers, same line, same layout — but an environment nobody would call controlled: 350°F oil, wet tile, steam, someone's elbow in your path, and equipment that fails mid-rush; robots handle the fryer well and handle spills and crowding badly.
No licence, no signature requirement. A ServSafe food handler card is a few hours and a multiple-choice test in most states, and when a health inspector writes up a temperature violation the citation lands on the store's permit and the operator, not on the cook who pulled the tray — no personal license is at risk, hence 2.
Anonymous artifact production. Customers order from a menu board or an app and never see the person cooking; the brand and the speed of the drive-thru timer are the product, which is why this sits at 3 and not zero — regulars in a small-town store do recognize the crew.
Executes defined procedures on defined inputs. Cook times, hold times, portion charts, and holding-cabinet timers dictate nearly every decision, and the real calls you make — whether the oil needs changing, whether that batch of nuggets sat too long, when to pre-drop before a bus pulls in — are consequential but bounded and reversible, putting this at 5 rather than 12.
Cooks, Restaurant EXPOSED
Driver/Sales Workers EXPOSED
Has AI actually changed your work?