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Balam Labs
ISCO-08 7212

Welders and flamecutters

9.9%
ADI · 361st of 433 · 95% interval 3.1–17.8

An AI agent can at least partly carry out 9.9% of the task time of welders and flamecutters, and finish 0.0% alone. Most of the rest requires physical presence.

ADI · partial or full9.9%

361st of 433 · interval 3.1–17.8

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time15.3%

353rd of 433 · interval 10.9–20.1

Evidence59

task statements rated by two models and weighted by importance and frequency. World employment: 9.0 million.

Task weight by level

How the tasks rate

71%
19%
10%
L0No meaningful role · 71.0%L1Augmentation · 19.2%L2Partial delegation · 9.9%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence91%
Accountability23%
Trust and care2%
Access to systems47%

Share of task weight flagged by each barrier; a task can carry several.

59 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Operate safety equipment and use safe work habits.Welders, Cutters, Solderers, and Brazers2.4%L0L0L16%22 minPhysical presence, Accountability, Access to systems
Read blueprints, work orders, or production schedules to determine product or job instructions or specifications.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders2.0%L2L2L265%15 minAccess to systems
Set up, operate, or tend welding machines that join or bond components to fabricate metal products or assemblies.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders2.0%L0L0L215%52 minPhysical presence, Access to systems
Weld components in flat, vertical, or overhead positions.Welders, Cutters, Solderers, and Brazers2.0%L0L0L04%52 minPhysical presence, Accountability, Access to systems
Check grooves, angles, or gap allowances, using micrometers, calipers, and precision measuring instruments.Welders, Cutters, Solderers, and Brazers · supplemental task2.0%L0L0L115%10 minPhysical presence, Accountability
Inspect, measure, or test completed metal workpieces to ensure conformance to specifications, using measuring and testing devices.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders2.0%L1L1L225%22 minPhysical presence, Accountability, Access to systems
Examine workpieces for defects and measure workpieces with straightedges or templates to ensure conformance with specifications.Welders, Cutters, Solderers, and Brazers2.0%L0L0L05%15 minPhysical presence, Accountability, Access to systems
Recognize, set up, and operate hand and power tools common to the welding trade, such as shielded metal arc and gas metal arc welding equipment.Welders, Cutters, Solderers, and Brazers1.9%L0L0L16%30 minPhysical presence, Accountability
Determine required equipment and welding methods, applying knowledge of metallurgy, geometry, and welding techniques.Welders, Cutters, Solderers, and Brazers1.9%L2L2L262%1.0 hAccountability, Access to systems
Assemble, align, and clamp workpieces into holding fixtures to bond, heat-treat, or solder fabricated metal components.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders1.9%L0L0L03%15 minPhysical presence, Access to systems
Record operational information on specified production reports.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders1.9%L1L1L242%15 minPhysical presence, Accountability, Access to systems
Turn and press knobs and buttons or enter operating instructions into computers to adjust and start welding machines.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders1.9%L0L0L216%8 minPhysical presence, Access to systems
Prepare all material surfaces to be welded, ensuring that there is no loose or thick scale, slag, rust, moisture, grease, or other foreign matter.Welders, Cutters, Solderers, and Brazers1.9%L0L0L04%18 minPhysical presence
Lay out, fit, or connect parts to be bonded, calculating production measurements, as necessary.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders1.9%L1L1L115%22 minPhysical presence
Melt and apply solder along adjoining edges of workpieces to solder joints, using soldering irons, gas torches, or electric-ultrasonic equipment.Welders, Cutters, Solderers, and Brazers1.9%L0L0L04%20 minPhysical presence, Accountability
Show the other 44 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Align and clamp workpieces together, using rules, squares, or hand tools, or position items in fixtures, jigs, or vises.Welders, Cutters, Solderers, and Brazers1.9%L0L0L04%18 minPhysical presence
Correct problems by adjusting controls or by stopping machines and opening holding devices.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders1.9%L0L0L110%10 minPhysical presence, Access to systems
Select and install torches, torch tips, filler rods, and flux, according to welding chart specifications or types and thicknesses of metals.Welders, Cutters, Solderers, and Brazers1.9%L1L1L220%11 minPhysical presence
Prepare metal surfaces or workpieces, using hand-operated equipment, such as grinders, cutters, or drills.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders1.9%L0L0L04%25 minPhysical presence
Position and secure workpieces, using hoists, cranes, wire, and banding machines or hand tools.Welders, Cutters, Solderers, and Brazers1.8%L0L0L04%22 minPhysical presence, Accountability
Add chemicals or materials to workpieces or machines to facilitate bonding or to cool workpieces.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders · supplemental task1.8%L0L0L04%8 minPhysical presence, Access to systems
Mark weld points and positions of components on workpieces, using rules, squares, templates, or scribes.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders1.8%L0L0L18%18 minPhysical presence
Ignite torches or start power supplies and strike arcs by touching electrodes to metals being welded, completing electrical circuits.Welders, Cutters, Solderers, and Brazers · supplemental task1.8%L0L0L01%2 minPhysical presence, Accountability, Access to systems
Monitor the fitting, burning, and welding processes to avoid overheating of parts or warping, shrinking, distortion, or expansion of material.Welders, Cutters, Solderers, and Brazers1.8%L0L0L19%30 minPhysical presence, Access to systems
Select torch tips, alloys, flux, coil, tubing, or wire, according to metal types or thicknesses, data charts, or records.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders1.8%L1L1L250%10 minPhysical presence, Access to systems
Set dials and timing controls to regulate electrical current, gas flow pressure, heating or cooling cycles, or shut-off.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders1.8%L1L1L115%10 minPhysical presence, Accountability, Access to systems
Mark or tag material with proper job number, piece marks, and other identifying marks as required.Welders, Cutters, Solderers, and Brazers1.8%L0L0L116%12 minPhysical presence, Access to systems
Chip or grind off excess weld, slag, or spatter, using hand scrapers or power chippers, portable grinders, or arc-cutting equipment.Welders, Cutters, Solderers, and Brazers1.8%L0L0L02%25 minPhysical presence, Accountability, Access to systems
Tend auxiliary equipment used in welding processes.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders · supplemental task1.8%L0L0L19%25 minPhysical presence, Access to systems
Select, position, align, and bolt jigs, holding fixtures, guides, or stops onto machines, using measuring instruments and hand tools.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders1.8%L0L0L05%38 minPhysical presence, Access to systems
Grind, cut, buff, or bend edges of workpieces to be joined to ensure snug fit, using power grinders and hand tools.Welders, Cutters, Solderers, and Brazers1.7%L0L0L04%20 minPhysical presence
Melt and apply solder to fill holes, indentations, or seams of fabricated metal products, using soldering equipment.Welders, Cutters, Solderers, and Brazers · supplemental task1.7%L0L0L14%28 minPhysical presence, Access to systems
Conduct trial runs before welding, soldering, or brazing, and make necessary adjustments to equipment.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders1.7%L1L1L115%35 minPhysical presence, Accountability, Access to systems
Anneal finished workpieces to relieve internal stress.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders · supplemental task1.7%L0L0L218%1.4 hPhysical presence, Access to systems
Compute and record settings for new work, applying knowledge of metal properties, principles of welding, and shop mathematics.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders · supplemental task1.7%L2L2L265%32 minAccountability, Access to systems
Remove completed workpieces or parts from machinery, using hand tools.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders1.7%L0L0L02%2 minPhysical presence, Access to systems
Observe meters, gauges, or machine operations to ensure that soldering or brazing processes meet specifications.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders1.7%L1L1L228%22 minPhysical presence, Access to systems
Load or feed workpieces into welding machines to join or bond components.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders · supplemental task1.7%L0L0L04%2 minPhysical presence
Guide and direct flames or electrodes on or across workpieces to straighten, bend, melt, or build up metal.Welders, Cutters, Solderers, and Brazers · supplemental task1.6%L0L0L02%40 minPhysical presence, Accountability
Transfer components, metal products, or assemblies, using moving equipment.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders1.6%L0L0L06%15 minPhysical presence, Accountability, Access to systems
Clean, lubricate, maintain, and adjust equipment to maintain efficient operation, using air hoses, cleaning fluids, and hand tools.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders1.6%L0L0L16%30 minPhysical presence, Access to systems
Weld separately or in combination, using aluminum, stainless steel, cast iron, and other alloys.Welders, Cutters, Solderers, and Brazers1.6%L0L0L16%1.0 hPhysical presence, Accountability
Give directions to other workers regarding machine set-up and use.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders1.6%L1L1L232%22 minPhysical presence, Accountability, Trust and care, Access to systems
Connect and turn regulator valves to activate and adjust gas flow and pressure so that desired flames are obtained.Welders, Cutters, Solderers, and Brazers1.6%L0L0L01%4 minPhysical presence
Fill hoppers and position spouts to direct flow of flux or manually brush flux onto seams of workpieces.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders · supplemental task1.6%L0L0L04%12 minPhysical presence, Access to systems
Clean or degrease parts, using wire brushes, portable grinders, or chemical baths.Welders, Cutters, Solderers, and Brazers1.6%L0L0L04%18 minPhysical presence, Access to systems
Start, monitor, and adjust robotic welding production lines.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders · supplemental task1.5%L1L1L225%1.3 hPhysical presence, Accountability, Access to systems
Analyze engineering drawings, blueprints, specifications, sketches, work orders, and material safety data sheets to plan layout, assembly, and operations.Welders, Cutters, Solderers, and Brazers · supplemental task1.5%L2L2L260%45 minAccountability, Access to systems
Dress electrodes, using tip dressers, files, emery cloths, or dressing wheels.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders · supplemental task1.4%L0L0L04%6 minPhysical presence, Access to systems
Develop templates and models for welding projects, using mathematical calculations based on blueprint information.Welders, Cutters, Solderers, and Brazers1.4%L2L2L260%2.3 hAccountability, Access to systems
Detect faulty operation of equipment or defective materials and notify supervisors.Welders, Cutters, Solderers, and Brazers1.4%L1L1L222%15 minPhysical presence, Accountability, Access to systems
Devise or build fixtures or jigs used to hold parts in place during welding, brazing, or soldering.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders1.3%L2L2L242%2.5 hPhysical presence
Set up and use ladders and scaffolding as necessary to complete work.Welders, Cutters, Solderers, and Brazers · supplemental task1.3%L0L0L04%25 minPhysical presence, Accountability
Preheat workpieces prior to welding or bending, using torches or heating furnaces.Welders, Cutters, Solderers, and Brazers · supplemental task1.3%L0L0L03%20 minPhysical presence, Accountability
Repair products by dismantling, straightening, reshaping, and reassembling parts, using cutting torches, straightening presses, and hand tools.Welders, Cutters, Solderers, and Brazers1.2%L0L0L16%2.0 hPhysical presence, Accountability
Hammer out bulges or bends in metal workpieces.Welders, Cutters, Solderers, and Brazers1.2%L0L0L02%25 minPhysical presence
Operate metal shaping, straightening, and bending machines, such as brakes and shears.Welders, Cutters, Solderers, and Brazers · supplemental task1.1%L0L0L19%25 minPhysical presence, Accountability, Access to systems
Immerse completed workpieces into water or acid baths to cool and clean components.Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders · supplemental task1.0%L0L0L04%5 minPhysical presence
Use fire suppression methods in industrial emergencies.Welders, Cutters, Solderers, and Brazers · supplemental task0.9%L0L0L04%15 minPhysical presence, Accountability, Trust and care, Access to systems

Level: consensus of the two models (the lower level when they disagree). Share: part of the task’s working time an agent could take over. Human time: minutes a competent person needs for one instance, as estimated by the models.

Against other measures

Exposure is not delegation

MeasureValuePercentilePct
ADI (this index)9.9%17
Eloundou et al. (2024), GPT exposure β0.08717
Felten et al. (2021), AI occupational exposure-1.115
Webb (2020), AI patent exposure3022
Eisfeldt et al. (2026), generative AI exposure0.03421
Anthropic Economic Index, observed use016

Earlier indices measure whether AI can touch a task; ADI measures how much of it an agent can carry out from a goal. – : the source does not cover this occupation.

Same sub-major group (72)

Neighbouring occupations

Dashed line: welders and flamecutters (9.9%).

Cite this record
Text

Espinal Maya, Cristian, and Santiago Jiménez Londoño. 2026. ADI v2026.1: Agent Delegability Index data, code and MCP server. Zenodo. https://doi.org/10.5281/zenodo.23552918. Record: Welders and flamecutters (ISCO-08 7212), https://balamlabs.org/adi/occupations/7212

BibTeX
@misc{espinal2026adidata,
  title     = {{ADI} v2026.1: Agent Delegability Index data, code and {MCP} server},
  author    = {Espinal Maya, Cristian and Jim{\'e}nez Londo{\~n}o, Santiago},
  year      = {2026},
  publisher = {Zenodo},
  version   = {v2026.1},
  doi       = {10.5281/zenodo.23552918},
  url       = {https://doi.org/10.5281/zenodo.23552918},
  note      = {Record: Welders and flamecutters (ISCO-08 7212)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/7212.json.