Inspectors, Testers, Sorters, Samplers, and Weighers

Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

• AI can speed this up on its own: 8 (25%)
• AI can speed this up with extra software: 10 (31%)
• Little or no AI speed-up: 14 (44%)

• Mark items with details, such as grade or acceptance-rejection status.AI can speed this up on its own · core task
• Notify supervisors or other personnel of production problems.AI can speed this up on its own · core task · Seen in real AI use
• Write test or inspection reports describing results, recommendations, or needed repairs.AI can speed this up on its own · 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.AI can speed this up on its own · core task
• Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.AI can speed this up on its own · core task
• Analyze test data, making computations as necessary, to determine test results.AI can speed this up on its own · supplemental task · Seen in real AI use
• Compute usable amounts of items in shipments.AI can speed this up on its own · supplemental task
• Compute defect percentages or averages, using formulas and calculators.AI can speed this up on its own · supplemental task
• Inspect, test, or measure materials, products, installations, or work for conformance to specifications.AI can speed this up with extra software · core task
• Recommend necessary corrective actions, based on inspection results.AI can speed this up with extra software · core task · Seen in real AI use
• Read dials or meters to verify that equipment is functioning at specified levels.AI can speed this up with extra software · core task
• Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.AI can speed this up with extra software · core task
• Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.AI can speed this up with extra software · supplemental task
• Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.AI can speed this up with extra software · supplemental task · Seen in real AI use
• Administer tests to assess whether engineers or operators are qualified to use equipment.AI can speed this up with extra software · supplemental task
• Monitor machines that automatically measure, sort, or inspect products.AI can speed this up with extra software · supplemental task
• Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.AI can speed this up with extra software · supplemental task · Seen in real AI use
• Grade, classify, or sort products according to sizes, weights, colors, or other specifications.AI can speed this up with extra software · supplemental task · Seen in real AI use
• Discard or reject products, materials, or equipment not meeting specifications.Little or no AI speed-up · core task · Seen in real AI use
• Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.Little or no AI speed-up · core task
• Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.Little or no AI speed-up · core task
• Position products, components, or parts for testing.Little or no AI speed-up · core task
• Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.Little or no AI speed-up · core task
• Collect or select samples for testing or for use as models.Little or no AI speed-up · core task
• Stack or arrange tested products for further processing, shipping, or packaging.Little or no AI speed-up · core task
• Inspect or test raw materials, parts, or products to determine compliance with environmental standards.Little or no AI speed-up · supplemental task
• Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.Little or no AI speed-up · supplemental task
• Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.Little or no AI speed-up · supplemental task
• Adjust, clean, or repair products or processing equipment to correct defects found during inspections.Little or no AI speed-up · supplemental task
• Inspect or test cleantech or green technology parts, products, or installations, such as fuel cells, solar panels, or air quality devices, for conformance to specifications or standards.Little or no AI speed-up · supplemental task
• Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.Little or no AI speed-up · supplemental task
• Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.Little or no AI speed-up · supplemental task

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