Job Check
Inspectors, Testers, Sorters, Samplers, and Weighers
Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.
10 main tasks · most important first
Your main tasks and AI
Importance- 01Discard or reject products, materials, or equipment not meeting specifications.Mostly human for now
- 02Mark items with details, such as grade or acceptance-rejection status.AI could speed this up a lot
- 03Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.Mostly human for now
- 04Notify supervisors or other personnel of production problems.AI could speed this up a lot
- 05Inspect, test, or measure materials, products, installations, or work for conformance to specifications.AI could speed this up, with extra tools
- 06Write test or inspection reports describing results, recommendations, or needed repairs.AI could speed this up a lot
- 07Recommend necessary corrective actions, based on inspection results.AI could speed this up, with extra tools
- 08Read dials or meters to verify that equipment is functioning at specified levels.AI could speed this up, with extra tools
- 09Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.Mostly human for now
- 10Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.AI could speed this up a lot
Tasks from O*NET® 31.0 (US Department of Labor, CC BY 4.0, changed by us), most important first. “Already use” comes from Anthropic’s data on real work chats with Claude; “could speed up” from task ratings made with GPT-4 in 2023.
Four studies, side by side
None is a forecast of job loss3%of this job’s work time goes to tasks that people already do with Claude at work, counting tasks where AI only helps as half (2026).Anthropic, 2026
42%of this job’s tasks an AI model could do in half the time, counting tasks that need extra tools as half (rated in 2023).Eloundou, Manning, Mishkin and Rock, 2023
Above 28% of jobsin how often and how well AI helped with this job’s work in Microsoft Copilot chats (2024 data).Microsoft Research (Tomlinson et al.), 2025
Above 74% of jobsin how much of this job’s physical work robots have been shown to do, from factories to homes (2026).Anthropic, 2026
Your human edge
The main tasks with no real AI use seen and no big speed-up expected. This is where your skill counts most today.
- Discard or reject products, materials, or equipment not meeting specifications.
- Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.
- Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.