AI exposure Production
Will AI replace inspectors?
Inspectors, Testers, Sorters, Samplers, and Weighers. US occupation 51-9061.
The reading
3.2%
of the time inspectors spend on their work goes on tasks where AI is already being used to do that work.of inspectors' working hours go on tasks AI has already started taking off their plate.
Ranked 293 of 756 US occupations. More exposed than 60% of them.Further along than 60% of them.
Per cent of working time Square-law scale
Average US job 7.7%
Around the middle of the pack.Keeping pace with the average job.
What AI already does for inspectorsWhat inspectors no longer do alone
O*NET lists 31 tasks for inspectors. AI use at work shows up in 1 of them. Each score runs from 0.5, where every observed use helps a person with the task, to 1, where every use does the task outright.
- Analyze test data, making computations as necessary, to determine test results. mostly automated 0.98
What it does not touch, yetWhat still needs a human
30 of the 31 tasks show no AI use at work in the data.
- Collect or select samples for testing or for use as models.Core task
- Discard or reject products, materials, or equipment not meeting specifications.Core task
- Inspect, test, or measure materials, products, installations, or work for conformance to specifications.Core task
- Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.Core task
- Mark items with details, such as grade or acceptance-rejection status.Core task
- Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.Core task
Show the other 24
- Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.Core task
- Notify supervisors or other personnel of production problems.Core task
- Position products, components, or parts for testing.Core task
- Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.Core task
- Read dials or meters to verify that equipment is functioning at specified levels.Core task
- Recommend necessary corrective actions, based on inspection results.Core task
- Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.Core task
- Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.Core task
- Stack or arrange tested products for further processing, shipping, or packaging.Core task
- Write test or inspection reports describing results, recommendations, or needed repairs.Core task
- Adjust, clean, or repair products or processing equipment to correct defects found during inspections.
- Administer tests to assess whether engineers or operators are qualified to use equipment.
- Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.
- Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.
- Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.
- Compute defect percentages or averages, using formulas and calculators.
- Compute usable amounts of items in shipments.
- Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.
- Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.
- Grade, classify, or sort products according to sizes, weights, colors, or other specifications.
- Inspect or test raw materials, parts, or products to determine compliance with environmental standards.
- Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.
- Monitor machines that automatically measure, sort, or inspect products.
- Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.
How that compares
Among the 98 production occupations, inspectors rank 11. The group averages 0.8%, and its most exposed job is Computer Numerically Controlled Tool Programmers at 12.1%. The average US occupation sits at 7.7%.
Just above in the ranking
- 290Telecommunications Equipment Installers and Repairers, Except Line Installers 3.3%
- 293Cutting and Slicing Machine Setters, Operators, and Tenders 3.2%
- 293First-Line Supervisors of Correctional Officers 3.2%
Just below
What this does and does not mean
Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.
A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.
Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.