Will metal fabricators be replaced by AI?
Updated
Metal fabricators score 11 of 100 for AI exposure. 87% of their task time still needs a person. AI speeds up the other 13%.
- 13% AI helps
- 87% Needs a person
Low exposure
Lower than 95% of the 923 occupations we scored.
Task by task
We graded 23 tasks, listed here from most to least exposed. AI can't do any of them end to end yet. It speeds up 3 and leaves 20 to people.
| Task | AI exposure |
|---|---|
| Study engineering drawings and blueprints to determine materials requirements and task sequences. AI can read drawings and draft materials lists and sequences. | 55% AI helps |
| Locate and mark workpiece bending and cutting lines, allowing for stock thickness, machine and welding shrinkage, and other component specifications. AI can compute bend allowances; marking stays manual. | 35% AI helps |
| Design and construct templates and fixtures, using hand tools. AI can help design templates; building them is manual. | 22% AI helps |
| Verify conformance of workpieces to specifications, using squares, rulers, and measuring tapes. Measurement is physical; AI only logs or checks readings. | 12% Needs a person |
| Lay out and examine metal stock or workpieces to be processed to ensure that specifications are met. Physical inspection of stock needs a person on the floor. | 12% Needs a person |
| Set up and operate fabricating machines, such as brakes, rolls, shears, flame cutters, grinders, and drill presses, to bend, cut, form, punch, drill, or otherwise form and assemble metal components. AI helps with CNC programs; machine operation stays physical. | 12% Needs a person |
| Mark reference points onto floors or face blocks and transpose them to workpieces, using measuring devices, squares, chalk, and soapstone. Floor and face block marking is physical layout work. | 8% Needs a person |
| Direct welders to build up low spots or short pieces with weld. Directing welders is supervisory and on-site physical work. | 8% Needs a person |
| Position, align, fit, and weld parts to form complete units or subunits, following blueprints and layout specifications, and using jigs, welding torches, and hand tools. Welding and fitting are hands-on physical work. | 5% Needs a person |
| Set up face blocks, jigs, and fixtures. Setting up jigs and fixtures is hands-on setup work. | 5% Needs a person |
Show the other 13 tasks
| Task | AI exposure |
|---|---|
| Install boilers, containers, and other structures. Installing boilers on site is physical, large-scale work. | 5% Needs a person |
| Remove high spots and cut bevels, using hand files, portable grinders, and cutting torches. Filing and grinding high spots is hands-on work. | 4% Needs a person |
| Smooth workpiece edges and fix taps, tubes, and valves. Fixing taps, tubes and valves is hands-on repair. | 4% Needs a person |
| Tack-weld fitted parts together. Tack welding is hands-on physical work. | 3% Needs a person |
| Move parts into position, manually or with hoists or cranes. Physical lifting and positioning with hoists needs a person. | 3% Needs a person |
| Position or tighten braces, jacks, clamps, ropes, or bolt straps, or bolt parts in position for welding or riveting. Clamping and bolting parts in place is physical work. | 3% Needs a person |
| Align and fit parts according to specifications, using jacks, turnbuckles, wedges, drift pins, pry bars, and hammers. Fitting with jacks and hammers is physical work. | 3% Needs a person |
| Hammer, chip, and grind workpieces to cut, bend, and straighten metal. Hammering, chipping and grinding are physical tasks. | 3% Needs a person |
| Heat-treat parts, using acetylene torches. Heat treating with torches is a physical skill. | 3% Needs a person |
| Straighten warped or bent parts, using sledges, hand torches, straightening presses, or bulldozers. Straightening with sledges and presses is physical work. | 3% Needs a person |
| Preheat workpieces to make them malleable, using hand torches or furnaces. Preheating with torches or furnaces is physical work. | 3% Needs a person |
| Lift or move materials and finished products, using large cranes. Crane operation is physical and safety critical. | 2% Needs a person |
| Erect ladders and scaffolding to fit together large assemblies. Erecting scaffolding is physical and safety critical. | 2% Needs a person |
How metal fabricators compare
All occupations (923)
Production (107)
Pay and outlook in the US
- Median pay
- $51,330 a year, May 2025
- People employed
- 52,360 in the US, May 2025
- Projected change in jobs
- -6.2% from 2024 to 2034
Skills to build
- Model steel connections and members in Tekla Structures
- Build flat patterns and bend allowances in CATIA
- Hold an AWS D1.1 structural welding certification
- Set up and run CNC brakes, rolls and shears
- Check fit-up with squares, rulers and measuring tapes
- Write material lists and fabrication checklists in Excel
Questions about metal fabricators and AI
Will AI replace metal fabricators?
Partly. About 1 in 10 working hours go to tasks AI can already do, mostly reading engineering drawings for materials and sequences and computing bend allowances. Fitting, tack welding, machine setup and physical measuring stay with people because they need hands on steel.
Which metal fabricator tasks is AI taking over?
Drawing review and bend-line calculations are going first. AI can read engineering drawings and draft materials lists and task sequences, a task with an exposure score of 55. It can also compute bend allowances for stock thickness and weld shrinkage, a task scoring 35, while the physical marking stays manual.
Which metal fabricator tasks stay human?
Fitting, tack welding and physical inspection stay human. Aligning parts with jacks, drift pins and hammers scores 3 on exposure, and tack welding also scores 3, because the work happens on physical steel. Fit-up measurement with squares and tapes scores 12, and AI only logs the readings.
How can metal fabricators stay valuable?
Model work in Tekla Structures and CATIA so you can check AI-generated takeoffs against the 3D model. Hold an AWS D1.1 welding certification, since tack welding and fit-up stay on physical steel in the fabrication bay. Learn CNC brake and shear setups, and verify program bend allowances before cutting steel.
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