{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/concierges/", "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": "Concierges", "soc_code": "39-6012", "category": "Personal Care", "us_employment": 49240, "median_annual_wage": 38950 }, "verdict": "EXPOSED", "risk_resistance": 41, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 8, "embodiment": 13, "liability_shield": 1, "trust_premium": 13, "judgment_accountability": 6 }, "reasoning": { "task_resistance": "Bookings, directions, local recommendations and guest FAQs are already handled by OpenTable, hotel apps and in-room tablets, which is why this sits at 8 rather than mid-teens — what holds the score above the automatable band is the unscripted lobby work: taking custody of a courier package, flagging a car in the rain, physically walking an elderly guest to their room, and rebuilding an evening after a restaurant loses the 8pm four-top.", "embodiment": "You work standing in a lobby and on the sidewalk outside it — luggage handoffs, package intake and storage, dry cleaning runs, doorman-adjacent car staging in weather and traffic — which puts you above deskbound scheduling roles, though the 13 rather than 17 reflects that the environment is your own building, not a construction site or a stranger's home.", "liability_shield": "No state licence, no exam, no registry: a hotel can hire a concierge tomorrow with no credential, and while Les Clefs d'Or membership carries prestige it carries no legal standing and no statutory bar to anyone else doing the work — hence a 1, not a 5.", "trust_premium": "Repeat guests and building residents ask for you by name, and the value you generate is the accumulated knowledge of which maître d' will hold a table and which resident's daughter arrives Fridays — that regular-relationship equity earns 13, but it stops short of the high teens because most hotel guests stay two nights and never learn your name.", "judgment_accountability": "Most calls run on house policy and manager sign-off — comp thresholds, who gets a key, whether a package can be released — so your discretion is real in choosing which vendor to call at 11pm but bounded by an authorization limit and a duty manager standing thirty feet away, which is what a 6 describes." }, "rationale": "The information half of the job — restaurant recommendations, directions, ticket and dinner bookings, itinerary printouts, answering guest questions by phone or chat — is exactly what apps and chat assistants already do, and hotels have been shifting it to in-room tablets and QR menus for a decade. What survives is physical: standing in the lobby, receiving and routing packages, hailing and directing cars, walking a lost guest to the elevator, and fixing a ruined evening on the spot when a reservation falls through. Luxury and residential-building concierges hold up far better than mid-tier hotel desks, where the role is being folded into front-desk headcount.", "outlook": "Headcount thins at mid-tier hotels as guest apps absorb bookings and information, while luxury hotels and high-end residential buildings keep paying for a visible, accountable human at the door.", "what_would_raise_it": { "levers": [ { "dimension": "trust_premium", "change": "Luxury ratings bodies making 24-hour staffed human concierge a hard criterion — Forbes Travel Guide and AAA Five Diamond standards already require staffed guest-service presence; if these tighten to explicitly disallow tablet/chatbot substitution for concierge function, five-star and Five-Diamond properties must keep bodies in the lobby regardless of cost. Same mechanism in residential: Les Clefs d'Or membership and high-end condo marketing where 'lobby concierge' is a listed amenity in the offering plan.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "task_resistance", "change": "Task-mix shift: once itinerary lookup, bookings and FAQ are fully absorbed by guest-messaging AI (Ivy, Duve, Canary already deployed), the residual role is exception recovery — a sold-out reservation on an anniversary, a missed flight, a guest medical incident — which is negotiation with named humans plus discretionary comping. This tier genuinely exists and is what luxury properties measure.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "embodiment", "change": "Residential and mixed-use buildings expanding the desk's physical remit: package volume from e-commerce plus food/grocery courier handoffs, EV valet, access control for cleaners and dog-walkers, and amenity supervision. Where a building's insurer or co-op board requires a staffed desk for after-hours access logging rather than a smart-lock system, the physical presence is contractually fixed.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Formal service-recovery authority: a documented comp/upgrade spending limit delegated to the concierge (common in Ritz-Carlton-style empowerment programs, where line staff hold a per-guest discretionary limit). If that authority is written into the role rather than escalated to a manager, the concierge owns a consequential call under ambiguity.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Duty-of-care and guest-safety escalation being assigned to the desk — recognizing a trafficking indicator, an intoxicated guest, a stalking ex-partner at the door. Some jurisdictions already mandate hospitality trafficking-awareness training (Texas, California SB 970); if a named staffed position is designated as the responsible reporter, judgment weight rises.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "No plausible liability_shield route: there is no license, no board, no signature that attaches personal liability to a concierge, and none is being proposed. Trust premium is real but confined to luxury hotel and high-end residential segments; mid-tier hotel desks have no route at all, and that is where most of the 49,240 headcount sits. Even a maximal version of these levers leaves the occupation in the 50s and shrinking in absolute numbers as the mid-tier folds concierge into front desk." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 35750, "wage": 30150 }, { "y": 2018, "emp": 37490, "wage": 30400 }, { "y": 2019, "emp": 41670, "wage": 31390 }, { "y": 2020, "emp": 36800, "wage": 32380 }, { "y": 2021, "emp": 33560, "wage": 35210 }, { "y": 2022, "emp": 37600, "wage": 35560 }, { "y": 2023, "emp": 41020, "wage": 37150 }, { "y": 2024, "emp": 44200, "wage": 37320 }, { "y": 2025, "emp": 49240, "wage": 38950 } ], "from": 2017, "to": 2025, "change_pct": 37.7, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "flight-attendants", "title": "Flight Attendants", "verdict": "SAFE", "risk_resistance": 73, "median_wage": 63580, "overlap": 68, "skills_to_close": [ "Operation and Control", "Operations Monitoring", "Instructing", "Monitoring" ] }, { "slug": "funeral-attendants", "title": "Funeral Attendants", "verdict": "EXPOSED", "risk_resistance": 56, "median_wage": 35680, "overlap": 62, "skills_to_close": [ "Operation and Control", "Equipment Maintenance", "Quality Control Analysis", "Troubleshooting" ] }, { "slug": "private-detectives-and-investigators", "title": "Private Detectives and Investigators", "verdict": "EXPOSED", "risk_resistance": 56, "median_wage": 51220, "overlap": 60, "skills_to_close": [ "Operation and Control", "Critical Thinking", "Reading Comprehension", "Systems Analysis" ] } ], "license": "https://cookedindex.com/terms" }