Cleaning & Facilities

25 careers in Cleaning & Facilities, ranked safest first: the career with the lowest AI exposure score, meaning the smallest share of its day-to-day work AI can already do, is at the top. For 8 of them the moat, what structurally protects the job, has not been classified yet; their cards say so rather than guessing.

Cleaning & Facilities at a glance
MOAT CLASSIFIED17 of 25 total
NO MOAT0
HAS A MOAT17
MOAT NOT YET CLASSIFIED8
MEDIAN AI EXPOSURE4 /100

Building & Grounds Cleaning & Maintenance11

Housekeepers and Related Occupations

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Carpet Cleaner

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Chimney Sweeper

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Commercial Cleaners

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Private House Cleaners

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Street Cleaner

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Toilet Attendant

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Bin Cleaners

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Caretaker

6

Cleaning & Facilities

AI IMPACT
AI CAN DO6%moving to51%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Cleaning and Hygiene Services Managers and Proprietors

19

Cleaning & Facilities

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Cleaning and Housekeeping Managers and Supervisors

19

Cleaning & Facilities

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Construction & Extraction2

Street Lighting Electrician

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Drain Cleaners

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Production2

Dry Cleaners and Laundry Workers

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Ironers and Pressers

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Transportation & Material Moving2

Vehicle Valeters and Cleaners

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Trolley Collector

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Uncategorised8

These careers have no record in our AI outlook register, so there is no O*NET occupation code to group them by. Listed here rather than guessed into a category.

Dishwasher

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Housekeeper

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Ironing and Laundry Worker

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Car Wash Worker

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Pest Controller

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Cleaners and Domestics

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Elementary Cleaning Occupations

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Launderers, Dry Cleaners and Pressers

4

Cleaning & Facilities

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
Careermash

Careermash: navigate your career path with real data. Explore career profiles, salary benchmarks, AI impact forecasts, and the qualifications you need to get there.


AI EXPOSURE = the share of a job's day-to-day tasks AI can already do today, from the same exposure engine used across this site (Anthropic labour market research, 2026, observed real-world AI usage by occupation). Higher means more exposed. It is a measurement of now, not a prediction. THE DOOR = how hard the job is to get into, grade A (easy) to E (extremely hard), from each career's published forecast (OpenAI, "The AI Jobs Transition Framework", Richmond 2026, CC BY 4.0). A card marked MOAT NOT YET CLASSIFIED has a real exposure score but no entry yet in our moat register, so we make no claim about what structurally protects it. Scorecard grades and verdicts are Careermash editorial judgment: we show forecasts as forecasts and own our conclusions. Salary and pathway figures are each career's own published profile. Careermash is a service provided by What School Ltd.

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