EXPOSED
The modal worker here is a route driver or pizza/food delivery driver who drives, unloads, stocks shelves or hands off orders, takes reorders, and collects payment — physical work in unpredictable environments (traffic, loading docks, apartment stairwells) that today's robotics cannot do end to end. What AI does erode is the paperwork wrapper: route planning, order suggestion, inventory counts, invoicing, and upselling scripts are already software. The real threat is not a robot taking the wheel but route consolidation, app-mediated gig substitution, and the fact that no license or liability rule protects the role.
Tasks largely resist digitisation. Wrestling a hand truck of beverage cases through a back door, restocking a cooler in planogram order, and finding apartment 3B up an unlit stairwell are steps no current system performs end to end, which is why this sits at 15 rather than 18 — the reorder-taking, invoicing, and route sequencing that used to be the driver's judgment is already handled by the handheld and the dispatch app.
Hands-on in uncontrolled environments. An 18 reflects a day spent almost entirely outside any controlled space: driving in live traffic, backing into blind loading docks, lifting kegs and case goods, and walking unfamiliar properties in rain and ice — the only screen work is scanning and signature capture.
No licence, no signature requirement. A 3 is the CDL-free reality of most of these routes: a standard license, maybe a DOT medical card and a food-handler card, and no personal exposure — when product is short or a delivery is late the company eats it, and the employer's insurance, not the driver's license, absorbs a collision.
Some relationship component. The 8 is earned by the store manager or bar owner who knows your name, tells you what's moving, and lets you into the stockroom before opening — real but transferable, since the account belongs to the distributor and food-delivery legs of this SOC have no repeat customer at all.
Executes defined procedures on defined inputs. At 6 the discretionary calls are bounded: whether to swap a damaged case, how to sequence three stops when the dock is blocked, whether to leave an order at the door — decisions reversed by a phone call to dispatch, with route, quantities, and pricing set before you load.
Has AI actually changed your work?