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Balam Labs
ISCO-08 7534

Upholsterers and related workers

18.7%
ADI · 305th of 433 · 95% interval 4.3–37.6

An AI agent can at least partly carry out 18.7% of the task time of upholsterers and related workers, and finish 0.0% alone. Most of the rest requires physical presence.

ADI · partial or full18.7%

305th of 433 · interval 4.3–37.6

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time17.4%

337th of 433 · interval 9.4–28.0

Evidence22

task statements rated by two models and weighted by importance and frequency. World employment: 2.0 million.

Task weight by level

How the tasks rate

72%
9%
19%
L0No meaningful role · 72.2%L1Augmentation · 9.1%L2Partial delegation · 18.7%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence93%
Accountability2%
Trust and care9%
Access to systems12%

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

22 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Build furniture up with loose fiber stuffing, cotton, felt, or foam padding to form smooth, rounded surfaces.Upholsterers6.1%L0L0L15%1.0 hPhysical presence
Fit, install, and secure material on frames, using hand tools, power tools, glue, cement, or staples.Upholsterers6.0%L0L0L04%1.8 hPhysical presence
Measure and cut new covering materials, using patterns and measuring and cutting instruments, following sketches and design specifications.Upholsterers5.7%L1L1L114%1.3 hPhysical presence
Read work orders, and apply knowledge and experience with materials to determine types and amounts of materials required to cover workpieces.Upholsterers5.5%L2L2L258%25 minPhysical presence, Access to systems
Make, restore, or create custom upholstered furniture, using hand tools and knowledge of fabrics and upholstery methods.Upholsterers5.4%L0L0L215%10 hPhysical presence
Examine furniture frames, upholstery, springs, and webbing to locate defects.Upholsterers4.9%L0L0L19%25 minPhysical presence
Maintain records of time required to perform each job.Upholsterers · supplemental task4.8%L2L2L370%8 minPhysical presence, Access to systems
Adjust or replace webbing, padding, or springs, and secure them in place.Upholsterers4.8%L0L0L16%1.5 hPhysical presence
Draw cutting lines on material following patterns, templates, sketches, or blueprints, using chalk, pencils, paint, or other methods.Upholsterers · supplemental task4.8%L0L0L18%25 minPhysical presence
Operate sewing machines or sew upholstery by hand to seam cushions and join various sections of covering material.Upholsterers · supplemental task4.7%L0L0L04%45 minPhysical presence
Stretch webbing and fabric, using webbing stretchers.Upholsterers · supplemental task4.7%L0L0L02%18 minPhysical presence
Attach fasteners, grommets, buttons, buckles, ornamental trim, and other accessories to covers or frames, using hand tools.Upholsterers4.5%L0L0L16%25 minPhysical presence
Design upholstery cover patterns and cutting plans, based on sketches, customer descriptions, or blueprints.Upholsterers · supplemental task4.5%L2L2L252%1.8 hPhysical presence, Access to systems
Remove covering, webbing, padding, or defective springs from workpieces, using hand tools such as hammers and tack pullers.Upholsterers4.4%L0L0L02%52 minPhysical presence
Sew rips or tears in material, or create tufting, using needles and thread.Upholsterers4.2%L0L0L04%45 minPhysical presence
Show the other 7 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Pick up and deliver furniture.Upholsterers · supplemental task4.1%L0L1L08%1.8 hPhysical presence, Accountability, Trust and care, Access to systems
Attach bindings or apply solutions to edges of cut material to prevent raveling.Upholsterers · supplemental task4.1%L0L0L02%18 minPhysical presence
Interweave and fasten strips of webbing to the backs and undersides of furniture, using small hand tools and fasteners.Upholsterers3.8%L0L0L04%45 minPhysical presence
Discuss upholstery fabrics, colors, and styles with customers, and provide cost estimates.Upholsterers · supplemental task3.8%L2L2L250%45 minPhysical presence, Trust and care
Repair furniture frames and refinish exposed wood.Upholsterers3.7%L0L0L112%4.0 hPhysical presence
Collaborate with interior designers to decorate rooms and coordinate furnishing fabrics.Upholsterers · supplemental task3.5%L1L1L238%2.8 hPhysical presence, Trust and care
Make, repair, or replace automobile upholstery and convertible and vinyl tops, using knowledge of fabric and upholstery methods.Upholsterers · supplemental task2.0%L0L0L215%5.0 hPhysical presence

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

MeasureValuePercentile
ADI (this index)18.7%30
Eloundou et al. (2024), GPT exposure β0.2339
Felten et al. (2021), AI occupational exposure-1.3149
Webb (2020), AI patent exposure8174
Eisfeldt et al. (2026), generative AI exposure0.02315
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 (75)

Neighbouring occupations

Dashed line: upholsterers and related workers (18.7%).

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: Upholsterers and related workers (ISCO-08 7534), https://balamlabs.org/adi/occupations/7534

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: Upholsterers and related workers (ISCO-08 7534)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/7534.json.