UK AI Exposure · Elementary occupations
Vehicle valeters and cleaners
Vehicle valeters and cleaners clean, wash and polish the interiors and exteriors of ships, aircraft, trains and road vehicles.
- Employees (UK)
- 14k
- Median annual pay
- £24,875
- Exposure score ?
- 0.5/10 Minimal 1.0/10 Minimal strict reading · with tools is 1.0/10 with-tools reading · strict is 0.5/10
- Wage exposure
- £17m £35m
Higher exposure than 28% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
Where a project with Alex usually starts for this role
This role's strict reading is low because its top tasks are judgment, not drafting. The three highest-stakes tasks below are still usually where we start — flip the toggle to 'With tools' to see what AI plus the right context can compress.
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Rinse objects and place them on drying racks or use cloth, squeegees, or air compressors to dry surfaces.
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Apply paints, dyes, polishes, reconditioners, waxes, or masking materials to vehicles to preserve, protect, or restore color or condition.
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Clean and polish vehicle windows.
Most roles have at least three wedges where AI plus the right tools removes real time. For this role the labelling doesn't surface obvious ones, so we'd start with the highest-stakes tasks below and figure out the AI angle in conversation.
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Rinse objects and place them on drying racks or use cloth, squeegees, or air compressors to dry surfaces.
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Apply paints, dyes, polishes, reconditioners, waxes, or masking materials to vehicles to preserve, protect, or restore color or condition.
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Clean and polish vehicle windows.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
The full task breakdown
Every O*NET task for this occupation, split by what AI can already do unaided versus what still needs a human. Importance is O*NET's 1–5 rating of how central each task is to the role.
Tasks via O*NET "Cleaners of Vehicles and Equipment" (53-7061.00).
What AI can already do
1 of 20 tasks · unaided
Maintain inventories of supplies.
Where humans still hold the line
19 of 20 tasks
Rinse objects and place them on drying racks or use cloth, squeegees, or air compressors to dry surfaces.
Apply paints, dyes, polishes, reconditioners, waxes, or masking materials to vehicles to preserve, protect, or restore color or condition.
Clean and polish vehicle windows.
Drive vehicles to or from workshops or customers' workplaces or homes.
Scrub, scrape, or spray machine parts, equipment, or vehicles, using scrapers, brushes, clothes, cleaners, disinfectants, insecticides, acid, abrasives, vacuums, or hoses.
Clean the plastic work inside cars, using paintbrushes.
Inspect parts, equipment, or vehicles for cleanliness, damage, and compliance with standards or regulations.
Mix cleaning solutions, abrasive compositions, or other compounds, according to formulas.
Disassemble and reassemble machines or equipment or remove and reattach vehicle parts or trim, using hand tools.
Pre-soak or rinse machine parts, equipment, or vehicles by immersing objects in cleaning solutions or water, manually or using hoists.
Turn valves or disconnect hoses to eliminate water, cleaning solutions, or vapors from machinery or tanks.
Turn valves or handles on equipment to regulate pressure or flow of water, air, steam, or abrasives from sprayer nozzles.
Sweep, shovel, or vacuum loose debris or salvageable scrap into containers and remove containers from work areas.
Monitor operation of cleaning machines and stop machines or notify supervisors when malfunctions occur.
Lubricate machinery, vehicles, or equipment or perform minor repairs or adjustments, using hand tools.
Press buttons to activate cleaning equipment or machines.
Connect hoses or lines to pumps or other equipment.
Transport materials, equipment, or supplies to or from work areas, using carts or hoists.
Fit boot spoilers, side skirts, or mud flaps to cars.
Tasks via O*NET "Cleaners of Vehicles and Equipment" (53-7061.00).
What AI can already do
2 of 20 tasks · with tools
Inspect parts, equipment, or vehicles for cleanliness, damage, and compliance with standards or regulations.
Maintain inventories of supplies.
Where humans still hold the line
18 of 20 tasks
Rinse objects and place them on drying racks or use cloth, squeegees, or air compressors to dry surfaces.
Apply paints, dyes, polishes, reconditioners, waxes, or masking materials to vehicles to preserve, protect, or restore color or condition.
Clean and polish vehicle windows.
Drive vehicles to or from workshops or customers' workplaces or homes.
Scrub, scrape, or spray machine parts, equipment, or vehicles, using scrapers, brushes, clothes, cleaners, disinfectants, insecticides, acid, abrasives, vacuums, or hoses.
Clean the plastic work inside cars, using paintbrushes.
Mix cleaning solutions, abrasive compositions, or other compounds, according to formulas.
Disassemble and reassemble machines or equipment or remove and reattach vehicle parts or trim, using hand tools.
Pre-soak or rinse machine parts, equipment, or vehicles by immersing objects in cleaning solutions or water, manually or using hoists.
Turn valves or disconnect hoses to eliminate water, cleaning solutions, or vapors from machinery or tanks.
Turn valves or handles on equipment to regulate pressure or flow of water, air, steam, or abrasives from sprayer nozzles.
Sweep, shovel, or vacuum loose debris or salvageable scrap into containers and remove containers from work areas.
Monitor operation of cleaning machines and stop machines or notify supervisors when malfunctions occur.
Lubricate machinery, vehicles, or equipment or perform minor repairs or adjustments, using hand tools.
Press buttons to activate cleaning equipment or machines.
Connect hoses or lines to pumps or other equipment.
Transport materials, equipment, or supplies to or from work areas, using carts or hoists.
Fit boot spoilers, side skirts, or mud flaps to cars.
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Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
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