Cleaners and helpers in offices, hotels and other establishments
An AI agent can at least partly carry out 4.3% of the task time of cleaners and helpers in offices, hotels and other establishments, and finish 0.0% alone. Most of the rest requires physical presence.
401st of 433 · interval 0.0–10.0
201st of 433 · interval 0.0–0.0
420th of 433 · interval 5.0–10.2
task statements rated by two models and weighted by importance and frequency. World employment: 21.7 million.
How the tasks rate
What stops the agent
Share of task weight flagged by each barrier; a task can carry several.
| Task statement (O*NET occupation) | Sonnet · Haiku | Barriers | ||||
|---|---|---|---|---|---|---|
| Carry linens, towels, toilet items, and cleaning supplies, using wheeled carts.Maids and Housekeeping Cleaners | 2.5% | L0 | L0L0 | 2% | 15 min | Physical presence |
| Clean and polish vehicle windows.Cleaners of Vehicles and Equipment | 2.4% | L0 | L0L0 | 2% | 15 min | Physical presence |
| Scrub, scrape, or spray machine parts, equipment, or vehicles, using scrapers, brushes, clothes, cleaners, disinfectants, insecticides, acid, abrasives, vacuums, or hoses.Cleaners of Vehicles and Equipment | 2.3% | L0 | L0L0 | 2% | 42 min | Physical presence |
| Keep storage areas and carts well-stocked, clean, and tidy.Maids and Housekeeping Cleaners | 2.3% | L1 | L1L1 | 10% | 28 min | Physical presence |
| Clean rooms, hallways, lobbies, lounges, restrooms, corridors, elevators, stairways, locker rooms, and other work areas so that health standards are met.Maids and Housekeeping Cleaners | 2.3% | L0 | L0L0 | 4% | 1.3 h | Physical presence, Access to systems |
| Rinse objects and place them on drying racks or use cloth, squeegees, or air compressors to dry surfaces.Cleaners of Vehicles and Equipment | 2.2% | L0 | L0L0 | 2% | 18 min | Physical presence |
| Inspect parts, equipment, or vehicles for cleanliness, damage, and compliance with standards or regulations.Cleaners of Vehicles and Equipment | 2.2% | L1 | L1L1 | 18% | 18 min | Physical presence, Accountability |
| Clean the plastic work inside cars, using paintbrushes.Cleaners of Vehicles and Equipment · supplemental task | 2.2% | L0 | L0L0 | 2% | 28 min | Physical presence |
| Empty wastebaskets, empty and clean ashtrays, and transport other trash and waste to disposal areas.Maids and Housekeeping Cleaners | 2.2% | L0 | L0L0 | 2% | 12 min | Physical presence, Trust and care, Access to systems |
| Apply paints, dyes, polishes, reconditioners, waxes, or masking materials to vehicles to preserve, protect, or restore color or condition.Cleaners of Vehicles and Equipment | 2.2% | L0 | L0L1 | 6% | 1.5 h | Physical presence |
| Disinfect equipment and supplies, using germicides or steam-operated sterilizers.Maids and Housekeeping Cleaners · supplemental task | 2.2% | L0 | L0L1 | 6% | 25 min | Physical presence |
| Replenish supplies, such as drinking glasses, linens, writing supplies, and bathroom items.Maids and Housekeeping Cleaners | 2.1% | L0 | L0L1 | 6% | 12 min | Physical presence, Trust and care, Access to systems |
| Sweep, scrub, wax, or polish floors, using brooms, mops, or powered scrubbing and waxing machines.Maids and Housekeeping Cleaners | 2.1% | L0 | L0L0 | 2% | 38 min | Physical presence |
| Observe precautions required to protect hotel and guest property and report damage, theft, and found articles to supervisors.Maids and Housekeeping Cleaners · supplemental task | 2.0% | L0 | L0L2 | 12% | 12 min | Physical presence, Trust and care, Access to systems |
| Pre-soak or rinse machine parts, equipment, or vehicles by immersing objects in cleaning solutions or water, manually or using hoists.Cleaners of Vehicles and Equipment | 2.0% | L0 | L0L0 | 2% | 25 min | Physical presence |
Show the other 46 tasks
| Task statement (O*NET occupation) | Sonnet · Haiku | Barriers | ||||
|---|---|---|---|---|---|---|
| Press buttons to activate cleaning equipment or machines.Cleaners of Vehicles and Equipment | 2.0% | L0 | L0L0 | 2% | 4 min | Physical presence, Access to systems |
| Dust and polish furniture and equipment.Maids and Housekeeping Cleaners | 2.0% | L0 | L0L0 | 2% | 30 min | Physical presence |
| Sort clothing and other articles, load washing machines, and iron and fold dried items.Maids and Housekeeping Cleaners · supplemental task | 2.0% | L0 | L0L0 | 4% | 1.1 h | Physical presence, Access to systems |
| Clean rugs, carpets, upholstered furniture, and draperies, using vacuum cleaners and shampooers.Maids and Housekeeping Cleaners | 2.0% | L0 | L0L0 | 2% | 1.3 h | Physical presence, Access to systems |
| Drive vehicles to or from workshops or customers' workplaces or homes.Cleaners of Vehicles and Equipment | 2.0% | L0 | L0L0 | 2% | 30 min | Physical presence, Accountability, Access to systems |
| Sort, count, and mark clean linens and store them in linen closets.Maids and Housekeeping Cleaners · supplemental task | 2.0% | L0 | L0L0 | 4% | 25 min | Physical presence |
| Sweep, shovel, or vacuum loose debris or salvageable scrap into containers and remove containers from work areas.Cleaners of Vehicles and Equipment | 1.9% | L0 | L0L0 | 2% | 25 min | Physical presence |
| Mix cleaning solutions, abrasive compositions, or other compounds, according to formulas.Cleaners of Vehicles and Equipment | 1.9% | L0 | L0L1 | 12% | 12 min | Physical presence |
| Wash windows, walls, ceilings, and woodwork, waxing and polishing as necessary.Maids and Housekeeping Cleaners | 1.8% | L0 | L0L0 | 2% | 1.3 h | Physical presence |
| Clean building floors by sweeping, mopping, scrubbing, or vacuuming.Janitors and Cleaners, Except Maids and Housekeeping Cleaners | 1.8% | L0 | L0L0 | 4% | 52 min | Physical presence |
| Turn valves or handles on equipment to regulate pressure or flow of water, air, steam, or abrasives from sprayer nozzles.Cleaners of Vehicles and Equipment | 1.8% | L0 | L0L0 | 2% | 4 min | Physical presence, Access to systems |
| Gather and empty trash.Janitors and Cleaners, Except Maids and Housekeeping Cleaners | 1.8% | L0 | L0L0 | 2% | 22 min | Physical presence, Access to systems |
| Service, clean, or supply restrooms.Janitors and Cleaners, Except Maids and Housekeeping Cleaners | 1.8% | L0 | L0L1 | 5% | 35 min | Physical presence |
| Monitor building security and safety by performing tasks such as locking doors after operating hours or checking electrical appliance use to ensure that hazards are not created.Janitors and Cleaners, Except Maids and Housekeeping Cleaners | 1.7% | L0 | L0L1 | 12% | 30 min | Physical presence, Access to systems |
| Turn valves or disconnect hoses to eliminate water, cleaning solutions, or vapors from machinery or tanks.Cleaners of Vehicles and Equipment | 1.7% | L0 | L0L0 | 2% | 15 min | Physical presence, Accountability, Access to systems |
| Monitor operation of cleaning machines and stop machines or notify supervisors when malfunctions occur.Cleaners of Vehicles and Equipment | 1.7% | L0 | L0L2 | 20% | 30 min | Physical presence, Access to systems |
| Maintain inventories of supplies.Cleaners of Vehicles and Equipment | 1.7% | L2 | L2L2 | 45% | 30 min | Physical presence, Access to systems |
| Follow procedures for the use of chemical cleaners and power equipment to prevent damage to floors and fixtures.Janitors and Cleaners, Except Maids and Housekeeping Cleaners | 1.6% | L0 | L0L1 | 9% | 25 min | Physical presence |
| Disassemble and reassemble machines or equipment or remove and reattach vehicle parts or trim, using hand tools.Cleaners of Vehicles and Equipment · supplemental task | 1.6% | L0 | L0L1 | 8% | 45 min | Physical presence |
| Connect hoses or lines to pumps or other equipment.Cleaners of Vehicles and Equipment | 1.6% | L0 | L0L0 | 2% | 5 min | Physical presence, Access to systems |
| Deliver television sets, ironing boards, baby cribs, and rollaway beds to guests' rooms.Maids and Housekeeping Cleaners · supplemental task | 1.6% | L0 | L0L0 | 8% | 12 min | Physical presence, Trust and care, Access to systems |
| Hang draperies and dust window blinds.Maids and Housekeeping Cleaners · supplemental task | 1.6% | L0 | L0L0 | 2% | 30 min | Physical presence, Access to systems |
| Lubricate machinery, vehicles, or equipment or perform minor repairs or adjustments, using hand tools.Cleaners of Vehicles and Equipment · supplemental task | 1.5% | L0 | L0L1 | 6% | 25 min | Physical presence, Access to systems |
| Polish silver accessories and metalwork, such as fixtures and fittings.Maids and Housekeeping Cleaners · supplemental task | 1.5% | L0 | L0L0 | 2% | 38 min | Physical presence |
| Clean windows, glass partitions, or mirrors, using soapy water or other cleaners, sponges, or squeegees.Janitors and Cleaners, Except Maids and Housekeeping Cleaners | 1.5% | L0 | L0L0 | 2% | 25 min | Physical presence |
| Move and arrange furniture and turn mattresses.Maids and Housekeeping Cleaners · supplemental task | 1.5% | L0 | L0L0 | 4% | 28 min | Physical presence |
| Request repair services and wait for repair workers to arrive.Maids and Housekeeping Cleaners · supplemental task | 1.4% | L2 | L2L2 | 55% | 45 min | Physical presence, Access to systems |
| Transport materials, equipment, or supplies to or from work areas, using carts or hoists.Cleaners of Vehicles and Equipment · supplemental task | 1.4% | L0 | L0L0 | 2% | 18 min | Physical presence |
| Mix water and detergents or acids in containers to prepare cleaning solutions, according to specifications.Janitors and Cleaners, Except Maids and Housekeeping Cleaners | 1.4% | L0 | L0L1 | 4% | 10 min | Physical presence, Accountability |
| Dust furniture, walls, machines, or equipment.Janitors and Cleaners, Except Maids and Housekeeping Cleaners | 1.4% | L0 | L0L0 | 4% | 30 min | Physical presence |
| Prepare rooms for meetings and arrange decorations, media equipment, and furniture for social or business functions.Maids and Housekeeping Cleaners · supplemental task | 1.4% | L0 | L0L1 | 10% | 1.1 h | Physical presence, Access to systems |
| Clean and polish furniture and fixtures.Janitors and Cleaners, Except Maids and Housekeeping Cleaners | 1.3% | L0 | L0L0 | 4% | 30 min | Physical presence, Access to systems |
| Notify managers concerning the need for major repairs or additions to building operating systems.Janitors and Cleaners, Except Maids and Housekeeping Cleaners | 1.3% | L1 | L1L2 | 38% | 22 min | Physical presence, Access to systems |
| Replace light bulbs.Maids and Housekeeping Cleaners · supplemental task | 1.3% | L0 | L0L0 | 4% | 5 min | Physical presence, Access to systems |
| Drive vans, industrial trucks, or other vehicles required to travel to, or to perform, cleaning work.Janitors and Cleaners, Except Maids and Housekeeping Cleaners · supplemental task | 1.2% | L0 | L0L0 | 5% | 30 min | Physical presence, Accountability, Access to systems |
| Requisition supplies or equipment needed for cleaning and maintenance duties.Janitors and Cleaners, Except Maids and Housekeeping Cleaners | 1.2% | L2 | L2L2 | 62% | 32 min | Access to systems |
| Make adjustments or minor repairs to heating, cooling, ventilating, plumbing, or electrical systems.Janitors and Cleaners, Except Maids and Housekeeping Cleaners · supplemental task | 1.1% | L0 | L0L1 | 10% | 45 min | Physical presence, Accountability, Access to systems |
| Move heavy furniture, equipment, or supplies, either manually or with hand trucks.Janitors and Cleaners, Except Maids and Housekeeping Cleaners | 1.0% | L0 | L0L0 | 4% | 25 min | Physical presence |
| Fit boot spoilers, side skirts, or mud flaps to cars.Cleaners of Vehicles and Equipment · supplemental task | 1.0% | L0 | L0L1 | 6% | 1.0 h | Physical presence |
| Set up, arrange, or remove decorations, tables, chairs, ladders, or scaffolding to prepare facilities for events, such as banquets or meetings.Janitors and Cleaners, Except Maids and Housekeeping Cleaners · supplemental task | 0.8% | L0 | L0L1 | 6% | 1.3 h | Physical presence, Accountability, Access to systems |
| Mow or trim lawns or shrubbery, using mowers or hand or power trimmers, and clear debris from grounds.Janitors and Cleaners, Except Maids and Housekeeping Cleaners · supplemental task | 0.8% | L0 | L0L0 | 3% | 1.5 h | Physical presence |
| Spray insecticides or fumigants to prevent insect or rodent infestation.Janitors and Cleaners, Except Maids and Housekeeping Cleaners · supplemental task | 0.8% | L0 | L0L0 | 4% | 45 min | Physical presence, Accountability |
| Clean chimneys, flues, and connecting pipes, using power or hand tools.Janitors and Cleaners, Except Maids and Housekeeping Cleaners · supplemental task | 0.7% | L0 | L0L0 | 4% | 1.4 h | Physical presence, Accountability, Access to systems |
| Remove snow from sidewalks, driveways, or parking areas, using snowplows, snow blowers, or snow shovels, or spread snow-melting chemicals.Janitors and Cleaners, Except Maids and Housekeeping Cleaners · supplemental task | 0.7% | L0 | L0L0 | 4% | 52 min | Physical presence |
| Strip, seal, finish, and polish floors.Janitors and Cleaners, Except Maids and Housekeeping Cleaners · supplemental task | 0.6% | L0 | L0L0 | 4% | 3.3 h | Physical presence, Access to systems |
| Steam-clean or shampoo carpets.Janitors and Cleaners, Except Maids and Housekeeping Cleaners · supplemental task | 0.5% | L0 | L0L1 | 5% | 1.3 h | Physical presence |
Level: consensus of the two models (the lower level when they disagree). Share: part of the task’s working time an agent could take over. Human time: minutes a competent person needs for one instance, as estimated by the models.
Exposure is not delegation
| Measure | Value | Percentile | Pct |
|---|---|---|---|
| ADI (this index) | 4.3% | 8 | |
| Eloundou et al. (2024), GPT exposure β | 0.028 | 4 | |
| Felten et al. (2021), AI occupational exposure | -1.526 | 4 | |
| Webb (2020), AI patent exposure | 17.125 | 10 | |
| Eisfeldt et al. (2026), generative AI exposure | 0.011 | 10 | |
| Anthropic Economic Index, observed use | 0 | 16 |
Earlier indices measure whether AI can touch a task; ADI measures how much of it an agent can carry out from a goal. – : the source does not cover this occupation.
Neighbouring occupations
| Occupation | ADI | % |
|---|---|---|
| Other cleaning workers 9129 | 13.5 | |
| Window cleaners 9123 | 4.8 | |
| Vehicle cleaners 9122 | 4.5 | |
| Domestic cleaners and helpers 9111 | 3.8 | |
| Hand launderers and pressers 9121 | 0.0 |
Dashed line: cleaners and helpers in offices, hotels and other establishments (4.3%).
Espinal Maya, Cristian, and Santiago Jiménez Londoño. 2026. ADI v2026.1: Agent Delegability Index data, code and MCP server. Zenodo. https://doi.org/10.5281/zenodo.23552918. Record: Cleaners and helpers in offices, hotels and other establishments (ISCO-08 9112), https://balamlabs.org/adi/occupations/9112
@misc{espinal2026adidata,
title = {{ADI} v2026.1: Agent Delegability Index data, code and {MCP} server},
author = {Espinal Maya, Cristian and Jim{\'e}nez Londo{\~n}o, Santiago},
year = {2026},
publisher = {Zenodo},
version = {v2026.1},
doi = {10.5281/zenodo.23552918},
url = {https://doi.org/10.5281/zenodo.23552918},
note = {Record: Cleaners and helpers in offices, hotels and other establishments (ISCO-08 9112)}
}The same record as static JSON, with its citation: /adi/v2026.1/isco/9112.json.