Manufacturing & Production

81 careers in Manufacturing & Production, 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 23 of them the moat, what structurally protects the job, has not been classified yet; their cards say so rather than guessing.

Manufacturing & Production at a glance
MOAT CLASSIFIED58 of 81 total
NO MOAT11
HAS A MOAT47
MOAT NOT YET CLASSIFIED23
MEDIAN AI EXPOSURE6 /100

Production47

Tool Maker

6

Manufacturing & Production

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 →

Braziers and Solderers

6

Manufacturing & Production

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 →

Die Casters

6

Manufacturing & Production

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 →

Machine Setters and Setter-Operators

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to46%
THE DOOR, NOWB
THE DOOR, 20 YRSC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Metal Fabricators and Finishers

6

Manufacturing & Production

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 →

Moulders, Mould Makers and Core Makers

6

Manufacturing & Production

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 →

Smith

6

Manufacturing & Production

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 →

Tool Fitter

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Whitesmiths

6

Manufacturing & Production

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 →

Textile Machine Technician

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Footwear Makers and Repairers

6

Manufacturing & Production

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 →

Leather Worker

6

Manufacturing & Production

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 →

Trimmers and Upholsterers

6

Manufacturing & Production

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 →

Cabinet Maker

6

Manufacturing & Production

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 →

Digital Printers

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Furniture Restorer

6

Manufacturing & Production

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 →

Furniture Sprayers and Finishers

6

Manufacturing & Production

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 →

Glass Makers, Decorators and Finishers

6

Manufacturing & Production

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 →

Lithographic Printers

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Metal Engraver

6

Manufacturing & Production

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 →

Pre-Press Technician

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Print Finishing and Binding Workers

6

Manufacturing & Production

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 →

Sail Maker

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Screen Printer

6

Manufacturing & Production

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 →

Toy Makers and Repairers

6

Manufacturing & Production

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 →

Weaver

6

Manufacturing & Production

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 →

Brewery and Distillery Workers

6

Manufacturing & Production

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 →

Food Process Bakery Workers

6

Manufacturing & Production

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 →

Galvanisers and Platers

6

Manufacturing & Production

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 →

Metal Sprayers and Powder Coaters

6

Manufacturing & Production

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 →

Other Food, Drink and Tobacco Process Operatives

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Plastic Fabricator

6

Manufacturing & Production

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 →

Textile Process Operatives

6

Manufacturing & Production

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 →

Chemical and Related Process Operatives

6

Manufacturing & Production

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 →

Flexographic Printers

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Tailor

6

Manufacturing & Production

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 →

Glass Worker

6

Manufacturing & Production

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 →

Paper and Wood Machine Operatives

6

Manufacturing & Production

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 →

Press and Stamp Operators

6

Manufacturing & Production

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 →

Printing Machine Assistant

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to70%
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 →

Rubber Worker

6

Manufacturing & Production

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 →

Spring Maker

6

Manufacturing & Production

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 →

Metal Goods Assembler

6

Manufacturing & Production

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 →

Production, Factory and Assembly Supervisors

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to46%
THE DOOR, NOWB
THE DOOR, 20 YRSC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Sewing Machinist

6

Manufacturing & Production

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 →

Packers, Bottlers, Canners and Fillers

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Vehicle and Vehicle Part Assemblers

19

Manufacturing & Production

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 →

Installation, Maintenance & Repair5

Metal Working Maintenance/Service Technicians

6

Manufacturing & Production

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 →

Turbine Fitter

6

Manufacturing & Production

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 →

Vehicle Body Builders and Repairers

6

Manufacturing & Production

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 →

Plant and Machine Breakers and Dismantlers

6

Manufacturing & Production

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 →

Tyre Technician

6

Manufacturing & Production

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 →

Life, Physical & Social Science1

Qualified Brewer

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Construction & Extraction1

Sheeters and Cladders

6

Manufacturing & Production

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 →

Farming, Fishing & Forestry1

Cutters and Pickers

6

Manufacturing & Production

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 →

Building & Grounds Cleaning & Maintenance1

Industrial Cleaning Process Occupations

6

Manufacturing & Production

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 →

Arts, Design, Entertainment, Sports & Media1

Sign Makers and Writers

19

Manufacturing & Production

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 →

Management1

Production Manager in Manufacturing

30

Manufacturing & Production

AI IMPACT
AI CAN DO30%moving to75%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Uncategorised23

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.

Textiles, Garments and Related Trades

4

Manufacturing & Production

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 →

Metal Machining Setters and Setter-Operators

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Metal Plate Workers, Smiths, Moulders and Related Occupations

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Sheet Metal Worker

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Tool Makers, Tool Fitters and Markers-Out

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Metal Working Production and Maintenance Fitters

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Precision Instrument Makers and Repairers

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Furniture Makers and Other Craft Woodworkers

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Glass and Ceramics Makers, Decorators and Finishers

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Printers

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Tailors and Dressmakers

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Metal Making and Treating Process Operatives

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Plastics Process Operatives

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 Process Plant Occupations

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Energy Plant Operatives

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Metal Working Machine Operatives

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Plant and Machine Operatives

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Process Operatives

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Tyre, Exhaust and Windscreen Fitters

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Assemblers and Routine Operatives

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Assemblers (Vehicles and Metal Goods)

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Assemblers (electrical and electronic products)

6

Manufacturing & Production

AI IMPACT
AI CAN DO6%moving to51%
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 →

Production Manager and Director in Mining and Energy

30

Manufacturing & Production

AI IMPACT
AI CAN DO30%moving to75%
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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