Mixing and Blending 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 (11%)
• AI can speed this up with extra software: 0 (0%)
• Little or no AI speed-up: 17 (89%)

• Read work orders to determine production specifications or information.AI can speed this up on its own · core task · Seen in real AI use
• Record operational or production data on specified forms.AI can speed this up on its own · core task · Seen in real AI use
• Weigh or measure materials, ingredients, or products to ensure conformance to requirements.Little or no AI speed-up · core task
• Compound or process ingredients or dyes, according to formulas.Little or no AI speed-up · core task
• Observe production or monitor equipment to ensure safe and efficient operation.Little or no AI speed-up · core task
• Mix or blend ingredients by starting machines and mixing for specified times.Little or no AI speed-up · core task
• Dump or pour specified amounts of materials into machinery or equipment.Little or no AI speed-up · core task
• Collect samples of materials or products for laboratory testing.Little or no AI speed-up · core task
• Operate or tend machines to mix or blend any of a wide variety of materials, such as spices, dough batter, tobacco, fruit juices, chemicals, livestock feed, food products, color pigments, or explosive ingredients.Little or no AI speed-up · core task
• Add or mix chemicals or ingredients for processing, using hand tools or other devices.Little or no AI speed-up · core task
• Stop mixing or blending machines when specified product qualities are obtained and open valves and start pumps to transfer mixtures.Little or no AI speed-up · core task
• Examine materials, ingredients, or products visually or with hands to ensure conformance to established standards.Little or no AI speed-up · core task
• Transfer materials, supplies, or products between work areas, using moving equipment or hand tools.Little or no AI speed-up · core task
• Test samples of materials or products to ensure compliance with specifications, using test equipment.Little or no AI speed-up · core task
• Tend accessory equipment, such as pumps or conveyors, to move materials or ingredients through production processes.Little or no AI speed-up · core task
• Unload mixtures into containers or onto conveyors for further processing.Little or no AI speed-up · core task
• Clean and maintain equipment, using hand tools.Little or no AI speed-up · core task
• Open valves to drain slurry from mixers into storage tanks.Little or no AI speed-up · supplemental task
• Dislodge and clear jammed materials or other items from machinery or equipment, using hand tools.Little or no AI speed-up · supplemental task