Skip to content
Balam Labs
ISCO-08 9122

Vehicle cleaners

4.5%
ADI · 398th of 433 · 95% interval 0.0–14.0

An AI agent can at least partly carry out 4.5% of the task time of vehicle cleaners, and finish 0.0% alone. Most of the rest requires physical presence.

ADI · partial or full4.5%

398th of 433 · interval 0.0–14.0

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time6.9%

422nd of 433 · interval 3.1–11.4

Evidence20

task statements rated by two models and weighted by importance and frequency. World employment: 2.9 million.

Task weight by level

How the tasks rate

90%
L0No meaningful role · 89.6%L1Augmentation · 5.9%L2Partial delegation · 4.5%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence100%
Accountability11%
Trust and care0%
Access to systems26%

Share of task weight flagged by each barrier; a task can carry several.

20 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Clean and polish vehicle windows.Cleaners of Vehicles and Equipment6.5%L0L0L02%15 minPhysical 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 Equipment6.1%L0L0L02%42 minPhysical presence
Rinse objects and place them on drying racks or use cloth, squeegees, or air compressors to dry surfaces.Cleaners of Vehicles and Equipment6.0%L0L0L02%18 minPhysical presence
Inspect parts, equipment, or vehicles for cleanliness, damage, and compliance with standards or regulations.Cleaners of Vehicles and Equipment5.9%L1L1L118%18 minPhysical presence, Accountability
Clean the plastic work inside cars, using paintbrushes.Cleaners of Vehicles and Equipment · supplemental task5.9%L0L0L02%28 minPhysical presence
Apply paints, dyes, polishes, reconditioners, waxes, or masking materials to vehicles to preserve, protect, or restore color or condition.Cleaners of Vehicles and Equipment5.8%L0L0L16%1.5 hPhysical presence
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 Equipment5.4%L0L0L02%25 minPhysical presence
Press buttons to activate cleaning equipment or machines.Cleaners of Vehicles and Equipment5.4%L0L0L02%4 minPhysical presence, Access to systems
Drive vehicles to or from workshops or customers' workplaces or homes.Cleaners of Vehicles and Equipment5.3%L0L0L02%30 minPhysical presence, Accountability, Access to systems
Sweep, shovel, or vacuum loose debris or salvageable scrap into containers and remove containers from work areas.Cleaners of Vehicles and Equipment5.1%L0L0L02%25 minPhysical presence
Mix cleaning solutions, abrasive compositions, or other compounds, according to formulas.Cleaners of Vehicles and Equipment5.0%L0L0L112%12 minPhysical 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 Equipment4.9%L0L0L02%4 minPhysical presence, Access to systems
Turn valves or disconnect hoses to eliminate water, cleaning solutions, or vapors from machinery or tanks.Cleaners of Vehicles and Equipment4.6%L0L0L02%15 minPhysical presence, Accountability, Access to systems
Monitor operation of cleaning machines and stop machines or notify supervisors when malfunctions occur.Cleaners of Vehicles and Equipment4.6%L0L0L220%30 minPhysical presence, Access to systems
Maintain inventories of supplies.Cleaners of Vehicles and Equipment4.5%L2L2L245%30 minPhysical presence, Access to systems
Show the other 5 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Disassemble and reassemble machines or equipment or remove and reattach vehicle parts or trim, using hand tools.Cleaners of Vehicles and Equipment · supplemental task4.3%L0L0L18%45 minPhysical presence
Connect hoses or lines to pumps or other equipment.Cleaners of Vehicles and Equipment4.2%L0L0L02%5 minPhysical presence, Access to systems
Lubricate machinery, vehicles, or equipment or perform minor repairs or adjustments, using hand tools.Cleaners of Vehicles and Equipment · supplemental task4.0%L0L0L16%25 minPhysical presence, Access to systems
Transport materials, equipment, or supplies to or from work areas, using carts or hoists.Cleaners of Vehicles and Equipment · supplemental task3.8%L0L0L02%18 minPhysical presence
Fit boot spoilers, side skirts, or mud flaps to cars.Cleaners of Vehicles and Equipment · supplemental task2.7%L0L0L16%1.0 hPhysical 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.

Against other measures

Exposure is not delegation

MeasureValuePercentilePct
ADI (this index)4.5%8
Eloundou et al. (2024), GPT exposure β0.07513
Felten et al. (2021), AI occupational exposure-1.632
Webb (2020), AI patent exposure2012
Eisfeldt et al. (2026), generative AI exposure04
Anthropic Economic Index, observed use016

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.

Same sub-major group (91)

Neighbouring occupations

Dashed line: vehicle cleaners (4.5%).

Cite this record
Text

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: Vehicle cleaners (ISCO-08 9122), https://balamlabs.org/adi/occupations/9122

BibTeX
@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: Vehicle cleaners (ISCO-08 9122)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/9122.json.