{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/waiters-and-waitresses/", "methodology": "https://cookedindex.com/methodology", "notice": "Verdicts are re-examined as evidence accumulates. Re-fetch before relying on this; the page above always carries the current score.", "scored_at": "2026-08-11", "model": "claude-opus-5", "occupation": { "title": "Waiters and Waitresses", "soc_code": "35-3031", "category": "Food", "us_employment": 2270910, "median_annual_wage": 35230 }, "verdict": "EXPOSED", "risk_resistance": 49, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 12, "embodiment": 17, "liability_shield": 3, "trust_premium": 11, "judgment_accountability": 6 }, "reasoning": { "task_resistance": "Order entry, check-splitting, and payment are already off your hands at any restaurant that has installed tablets or QR codes, but plate delivery, table maintenance, allergen questions relayed to the kitchen, and pacing courses across a six-table section still require a person on the floor — that split, roughly half gone and half untouchable, is what puts it at 12 rather than the 16 a bartender or sommelier gets.", "embodiment": "You are on your feet the entire shift carrying trays through a room full of moving chairs, children, and spilled water, working hot plates and a crowded expo window, and the layout changes every time a party of eight rearranges the tables — that is uncontrolled-environment work, held just below 20 only because it's indoors and the same floor plan every night.", "liability_shield": "No state licenses waitstaff; a food-handler card or ServSafe alcohol certificate runs a few hours online, and when a minor gets served or a guest gets a fatal allergen, the liquor license and the liability sit with the owner, not you — the 3 rather than 0 reflects that dram-shop laws in most states do name the individual server who overserved.", "trust_premium": "Regulars asking for your section, knowing who wants their steak butterflied, and the tip that reflects how the night felt are real relationship value — but the diner who returns for the food and gets a different server each visit is the norm, which is why this is 11 and not the 15+ of a hairstylist whose clients follow them to a new salon.", "judgment_accountability": "Most of the shift runs on fixed sequence-of-service steps, POS modifiers, and manager approval for comps and voids; the discretion you do exercise — deciding to cut someone off, rushing a table with a flight to catch, comping a dessert within your allowance — is real but bounded and reversible, which is the difference between 6 and 10." }, "rationale": "The automatable half of this job is the screen half: taking and entering orders, splitting checks, upselling prompts, and processing payment are already handled by QR menus, tabletop tablets, and kiosks in casual and fast-casual dining. What software cannot do is carry four plates through a crowded room, read a table that's unhappy before they complain, or run a section during a Friday rush — food running, bussing, and guest recovery are stubbornly physical and human. The real risk to this occupation is not an AI replacing a server but a restaurant redesigning service so it needs three servers instead of five.", "outlook": "Ordering and payment go largely self-service by the mid-2030s, so total server jobs shrink and shift toward fewer, higher-skill positions in full-service dining where hospitality is the product.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State alcohol boards requiring a certified server (TIPS/ServSafe Alcohol, RAMP in PA, TABC in TX) to personally verify ID and make the cut-off call on every alcohol sale, with dram-shop liability attaching to the individual — this already exists but would rise if boards explicitly barred kiosk/QR-initiated alcohol ordering without a certified human's on-the-spot approval, as some state liquor authorities have floated for tabletop tablets", "plausibility": "plausible", "would_add": 4 }, { "dimension": "liability_shield", "change": "FDA Food Code adoption of a named 'person in charge' allergen-verification duty at the table level (post-Natasha's Law style rules in the UK), making the server who confirms an allergen-free order personally accountable rather than the kitchen alone", "plausibility": "plausible", "would_add": 3 }, { "dimension": "trust_premium", "change": "Continued bifurcation of dining: fine-dining, tasting-menu, and hotel/resort segments explicitly market human service, and 'no QR code, no tablet' becomes a stated positioning — visible already in high-end rooms and in customer backlash to tabletop tablets. Raises the score for the occupation only insofar as the surviving jobs concentrate there", "plausibility": "already happening", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift: if order entry and payment fully migrate to guest devices, the remaining role is food running, table reading, guest recovery, and pacing — the tier software cannot do. Server headcount falls but per-role resistance rises", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Formal comp/void authority delegated to floor servers rather than managers (some union contracts and hotel service standards specify server discretion up to a dollar threshold for guest recovery), plus documented refusal-of-service duty under alcohol and disorderly-conduct rules", "plausibility": "plausible", "would_add": 3 }, { "dimension": "trust_premium", "change": "Service-charge and tip-credit reform (e.g. elimination of the tipped minimum wage in more states after DC Initiative 82) shifting servers to a salaried hospitality-professional model where the employer sells service quality as a line item", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Even with every lever, this occupation's exposure is a headcount problem, not a capability problem. Alcohol and allergen liability attach to a certified human but not a scarce one — certification is a short course, so the shield protects the task, not the wage or the number of jobs. Trust premium is real only in the top decile of restaurants; there is no plausible route to a human premium in casual and fast-casual, which is where most of the 2.27M work. Realistic ceiling around 60." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 2584220, "wage": 20820 }, { "y": 2018, "emp": 2582410, "wage": 21780 }, { "y": 2019, "emp": 2579020, "wage": 22890 }, { "y": 2020, "emp": 1944240, "wage": 23740 }, { "y": 2021, "emp": 1804030, "wage": 26000 }, { "y": 2022, "emp": 2122210, "wage": 29120 }, { "y": 2023, "emp": 2237850, "wage": 31940 }, { "y": 2024, "emp": 2302690, "wage": 33760 }, { "y": 2025, "emp": 2270910, "wage": 35230 } ], "from": 2017, "to": 2025, "change_pct": -12.1, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "bartenders", "title": "Bartenders", "verdict": "SAFE", "risk_resistance": 68, "median_wage": 34340, "overlap": 74, "skills_to_close": [ "Instructing", "Learning Strategies", "Negotiation", "Management of Financial Resources" ] }, { "slug": "cooks-private-household", "title": "Cooks, Private Household", "verdict": "SAFE", "risk_resistance": 67, "median_wage": 47940, "overlap": 58, "skills_to_close": [ "Management of Material Resources", "Operations Analysis", "Operation and Control", "Management of Financial Resources" ] } ], "license": "https://cookedindex.com/terms" }