Cooks, Fast Food

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: 0 (0%)
• AI can speed this up with extra software: 0 (0%)
• Little or no AI speed-up: 19 (100%)

• Order and take delivery of supplies.Little or no AI speed-up · core task
• Cook the exact number of items ordered by each customer, working on several different orders simultaneously.Little or no AI speed-up · core task
• Prepare specialty foods, such as pizzas, fish and chips, sandwiches, or tacos, following specific methods that usually require short preparation time.Little or no AI speed-up · core task
• Operate large-volume cooking equipment, such as grills, deep-fat fryers, or griddles.Little or no AI speed-up · core task
• Wash, cut, and prepare foods designated for cooking.Little or no AI speed-up · core task
• Prepare and serve beverages, such as coffee or fountain drinks.Little or no AI speed-up · core task
• Clean food preparation areas, cooking surfaces, and utensils.Little or no AI speed-up · core task
• Read food order slips or receive verbal instructions as to food required by patron, and prepare and cook food according to instructions.Little or no AI speed-up · core task
• Serve orders to customers at windows, counters, or tables.Little or no AI speed-up · core task
• Clean, stock, and restock workstations and display cases.Little or no AI speed-up · core task
• Maintain sanitation, health, and safety standards in work areas.Little or no AI speed-up · core task
• Cook and package batches of food, such as hamburgers or fried chicken, prepared to order or kept warm until sold.Little or no AI speed-up · core task
• Prepare dough, following recipe.Little or no AI speed-up · core task
• Take food and drink orders and receive payment from customers.Little or no AI speed-up · core task
• Verify that prepared food meets requirements for quality and quantity.Little or no AI speed-up · core task
• Pre-cook items, such as bacon, to prepare them for later use.Little or no AI speed-up · core task
• Measure ingredients required for specific food items.Little or no AI speed-up · core task · Seen in real AI use
• Mix ingredients, such as pancake or waffle batters.Little or no AI speed-up · core task
• Schedule activities and equipment use with managers, using information about daily menus to help coordinate cooking times.Little or no AI speed-up · core task