Food Cooking Machine 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 (12%)
• AI can speed this up with extra software: 0 (0%)
• Little or no AI speed-up: 15 (88%)

• Read work orders, recipes, or formulas to determine cooking times and temperatures, and ingredient specifications.AI can speed this up on its own · core task
• Record production and test data, such as processing steps, temperature and steam readings, cooking time, batches processed, and test results.AI can speed this up on its own · core task
• Clean, wash, and sterilize equipment and cooking area, using water hoses, cleaning or sterilizing solutions, or rinses.Little or no AI speed-up · core task
• Observe gauges, dials, and product characteristics, and adjust controls to maintain appropriate temperature, pressure, and flow of ingredients.Little or no AI speed-up · core task
• Measure or weigh ingredients, using scales or measuring containers.Little or no AI speed-up · core task · Seen in real AI use
• Tend or operate and control equipment, such as kettles, cookers, vats and tanks, and boilers, to cook ingredients or prepare products for further processing.Little or no AI speed-up · core task
• Set temperature, pressure, and time controls, and start conveyers, machines, or pumps.Little or no AI speed-up · core task
• Remove cooked material or products from equipment.Little or no AI speed-up · core task
• Collect and examine product samples during production to test them for quality, color, content, consistency, viscosity, acidity, or specific gravity.Little or no AI speed-up · core task
• Pour, dump, or load prescribed quantities of ingredients or products into cooking equipment, manually or using a hoist.Little or no AI speed-up · core task
• Listen for malfunction alarms, and shut down equipment and notify supervisors when necessary.Little or no AI speed-up · core task
• Notify or signal other workers to operate equipment or when processing is complete.Little or no AI speed-up · core task
• Turn valves or start pumps to add ingredients or drain products from equipment and to transfer products for storage, cooling, or further processing.Little or no AI speed-up · core task
• Admit required amounts of water, steam, cooking oils, or compressed air into equipment, such as by opening water valves to cool mixtures to the desired consistency.Little or no AI speed-up · core task
• Activate agitators and paddles to mix or stir ingredients, stopping machines when ingredients are thoroughly mixed.Little or no AI speed-up · supplemental task
• Operate auxiliary machines and equipment, such as grinders, canners, and molding presses, to prepare or further process products.Little or no AI speed-up · supplemental task
• Place products on conveyors or carts, and monitor product flow.Little or no AI speed-up · supplemental task

Questions about food cooking machine operators and tenders and AI