Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders

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: 2 (10%)
• AI can speed this up with extra software: 1 (5%)
• Little or no AI speed-up: 18 (86%)

• Communicate processing instructions to other workers.AI can speed this up on its own · core task
• Maintain logs of instrument readings, test results, or shift production for entry in computer databases.AI can speed this up on its own · core task
• Examine samples to verify qualities such as clarity, cleanliness, consistency, dryness, or texture.AI can speed this up with extra software · core task
• Dump, pour, or load specified amounts of refined or unrefined materials into equipment or containers for further processing or storage.Little or no AI speed-up · core task
• Operate machines to process materials in compliance with applicable safety, energy, or environmental regulations.Little or no AI speed-up · core task
• Monitor material flow or instruments, such as temperature or pressure gauges, indicators, or meters, to ensure optimal processing conditions.Little or no AI speed-up · core task
• Turn valves or move controls to admit, drain, separate, filter, clarify, mix, or transfer materials.Little or no AI speed-up · core task
• Set up or adjust machine controls to regulate conditions such as material flow, temperature, or pressure.Little or no AI speed-up · core task
• Start agitators, shakers, conveyors, pumps, or centrifuge machines.Little or no AI speed-up · core task
• Inspect machines or equipment for hazards, operating efficiency, malfunctions, wear, or leaks.Little or no AI speed-up · core task
• Collect samples of materials or products for laboratory analysis.Little or no AI speed-up · core task
• Turn valves to pump sterilizing solutions or rinse water through pipes or equipment or to spray vats with atomizers.Little or no AI speed-up · core task
• Remove clogs, defects, or impurities from machines, tanks, conveyors, screens, or other processing equipment.Little or no AI speed-up · core task
• Clean or sterilize tanks, screens, inflow pipes, production areas, or equipment, using hoses, brushes, scrapers, or chemical solutions.Little or no AI speed-up · core task
• Measure or weigh materials to be refined, mixed, transferred, stored, or otherwise processed.Little or no AI speed-up · supplemental task
• Test samples to determine viscosity, acidity, specific gravity, or degree of concentration, using test equipment such as viscometers, pH meters, or hydrometers.Little or no AI speed-up · supplemental task
• Install, maintain, or repair hoses, pumps, filters, or screens to maintain processing equipment, using hand tools.Little or no AI speed-up · supplemental task
• Connect pipes between vats and processing equipment.Little or no AI speed-up · supplemental task
• Assemble fittings, valves, bowls, plates, disks, impeller shafts, or other parts to prepare equipment for operation.Little or no AI speed-up · supplemental task
• Remove full containers from discharge outlets and replace them with empty containers.Little or no AI speed-up · supplemental task
• Pack bottles into cartons or crates, using machines.Little or no AI speed-up · supplemental task

Questions about separating, filtering, clarifying, precipitating, and still machine setters, operators, and tenders and AI