AI exposure by occupation, O*NET 51-4122.00
Will AI replace Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders?
Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders: AI does not yet handle any of the role's 29 tasks; most of the work is hands-on, and the part AI can address mostly needs an efficient-tier model.
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Every task, scored
The 29 tasks O*NET 30.3 lists for Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders, from most to least exposed. None reaches 60, the level at which AI already handles a task.
| Task | AI exposure | Evidence | Model tier |
|---|---|---|---|
| Inspect, measure, or test completed metal workpieces to ensure conformance to specifications, using measuring and testing devices. | Estimated | Efficient | |
| Clean, lubricate, maintain, and adjust equipment to maintain efficient operation, using air hoses, cleaning fluids, and hand tools. | Estimated | Efficient | |
| Read blueprints, work orders, or production schedules to determine product or job instructions or specifications. | Estimated | No tier | |
| Add chemicals or materials to workpieces or machines to facilitate bonding or to cool workpieces. | Estimated | No tier | |
| Record operational information on specified production reports. | Estimated | No tier | |
| Set up, operate, or tend welding machines that join or bond components to fabricate metal products or assemblies. | Estimated | No tier | |
| Correct problems by adjusting controls or by stopping machines and opening holding devices. | Estimated | No tier | |
| Select torch tips, alloys, flux, coil, tubing, or wire, according to metal types or thicknesses, data charts, or records. | Estimated | No tier | |
| Lay out, fit, or connect parts to be bonded, calculating production measurements, as necessary. | Estimated | No tier | |
| Prepare metal surfaces or workpieces, using hand-operated equipment, such as grinders, cutters, or drills. | Estimated | No tier | |
| Mark weld points and positions of components on workpieces, using rules, squares, templates, or scribes. | Estimated | No tier | |
| Set dials and timing controls to regulate electrical current, gas flow pressure, heating or cooling cycles, or shut-off. | Estimated | No tier | |
| Turn and press knobs and buttons or enter operating instructions into computers to adjust and start welding machines. | Estimated | No tier | |
| Assemble, align, and clamp workpieces into holding fixtures to bond, heat-treat, or solder fabricated metal components. | Estimated | No tier | |
| Conduct trial runs before welding, soldering, or brazing, and make necessary adjustments to equipment. | Estimated | No tier | |
| Tend auxiliary equipment used in welding processes. | Estimated | No tier | |
| Give directions to other workers regarding machine set-up and use. | Estimated | No tier | |
| Select, position, align, and bolt jigs, holding fixtures, guides, or stops onto machines, using measuring instruments and hand tools. | Estimated | No tier | |
| Remove completed workpieces or parts from machinery, using hand tools. | Estimated | No tier | |
| Compute and record settings for new work, applying knowledge of metal properties, principles of welding, and shop mathematics. | Estimated | No tier | |
| Load or feed workpieces into welding machines to join or bond components. | Estimated | No tier | |
| Observe meters, gauges, or machine operations to ensure that soldering or brazing processes meet specifications. | Estimated | No tier | |
| Anneal finished workpieces to relieve internal stress. | Estimated | No tier | |
| Fill hoppers and position spouts to direct flow of flux or manually brush flux onto seams of workpieces. | Estimated | No tier | |
| Transfer components, metal products, or assemblies, using moving equipment. | Estimated | No tier | |
| Start, monitor, and adjust robotic welding production lines. | Estimated | No tier | |
| Devise or build fixtures or jigs used to hold parts in place during welding, brazing, or soldering. | Estimated | No tier | |
| Dress electrodes, using tip dressers, files, emery cloths, or dressing wheels. | Estimated | No tier | |
| Immerse completed workpieces into water or acid baths to cool and clean components. | Estimated | No tier |
Observed: scored from AI use recorded in the Anthropic Economic Index (June 2026 release), 0 of 29 tasks. Estimated: scored from the task's O*NET 30.3 work activity, 29 of 29. Importance is O*NET's 1 to 5 rating of how central the task is. Model tier is the lowest tier that can do the task under the published rubric; "No tier" marks hands-on work.
The model tier this role needs
An efficient-tier model or lower covers 7% of the role's importance-weighted task work. 7% of the work is something AI can address at some tier, and 93% is hands-on.
Efficient, standard and frontier tiers come from the JobRoute model tier reference. The recommended tier is the lowest one that covers 80% of the work AI can address. How the method works.
Wages, employment and outlook
- US employment
- 31,600
- Median annual wage
- $47,920
- Middle half of earners
- $40,560 to $57,390
- Projected change, 2024 to 2034
- -9.0%
Employment and wages: BLS Occupational Employment and Wage Statistics, May 2025, national. Projection: BLS Employment Projections 2024 to 2034.
Adjacent roles
The occupations that reuse the most of this role's skills, with the usual time to move. These are the first places to look when you plan to redeploy or retrain people in this role.
- Welders, Cutters, Solderers, and Brazers 82% skill overlap, about 6 months to move Exposure17
- Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic 72% skill overlap, about 10 months to move Exposure20
- Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic 69% skill overlap, about 11 months to move Exposure22
- Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic 69% skill overlap, about 11 months to move Exposure17
- Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic 68% skill overlap, about 11 months to move Exposure15
Skill overlap and transition time from the JobRoute role adjacency graph on O*NET 30.3 skills.
Questions about Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders and AI
Will AI replace Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders?
Not on current evidence. None of the 29 tasks O*NET lists for this occupation reaches a task exposure of 60, the level at which JobRoute counts a task as handled by AI, and the role's importance-weighted exposure is 15 out of 100. JobRoute scores tasks, not whole jobs, so the score shows how much of the work changes rather than whether the job disappears.
What is the AI exposure of Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders?
15 out of 100 on JobRoute's task exposure measure, the importance-weighted average of the role's O*NET task scores. Higher means more of the work is AI-doable today. 0 of the 29 task scores are observed in the Anthropic Economic Index (June 2026 release), and the other 29 are estimated from each task's O*NET work activity.
Which Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders tasks can AI already do?
None reaches 60 yet. The most exposed task is: Inspect, measure, or test completed metal workpieces to ensure conformance to specifications, using measuring and testing devices, at 20 out of 100.
What AI model tier does this role need?
An efficient-tier model or lower covers 7% of the role's importance-weighted task work, and 93% is hands-on work that no model tier covers. JobRoute assigns each task the lowest tier that can do it under a published rubric and recommends the lowest tier that covers 80% of the work AI can address.
How many people work as Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders, and what do they earn?
31,600 people in the United States, with a median annual wage of $47,920 (BLS Occupational Employment and Wage Statistics, May 2025). BLS Employment Projections expect a change of -9.0% from 2024 to 2034.
How to cite
Data version 2026-11-02, JobRoute method v1.0.0. Download all occupations or this occupation as JSON. Methodology.
JobRoute (2026). AI exposure: Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders. Data version 2026-11-02, method v1.0.0. Built on O*NET 30.3, BLS OEWS May 2025 and the Anthropic Economic Index (June 2026). CC BY 4.0. https://www.jobroute.ai/jobs/welding-soldering-and-brazing-machine-setters-operators-and-tenders
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