# Will food cooking machine operators be replaced by AI? Updated October 2026 Food cooking machine operators score 27 out of 100 for AI exposure. AI helps with 49% of their task time, and they stay in charge. AI can do another 6%. 45% needs a person. - **6%** AI can do it - **49%** AI helps - **45%** Needs a person Low exposure Lower than 67% of the 923 jobs we scored. ## Task by task We graded 17 tasks, most exposed first. AI can do 1 of them, helps with 8 and leaves 8 to people. | Task | AI exposure | | --- | --- | | Record production and test data, such as processing steps, temperature and steam readings, cooking time, batches processed, and test results. Logging batch, temperature and test data is routine digital recording. | 75% AI can do it | | Read work orders, recipes, or formulas to determine cooking times and temperatures, and ingredient specifications. AI can extract times and temperatures from recipes, worker verifies. | 55% AI helps | | Set temperature, pressure, and time controls, and start conveyers, machines, or pumps. Panel settings and machine starts are largely automatable by PLC software. | 35% AI helps | | Collect and examine product samples during production to test them for quality, color, content, consistency, viscosity, acidity, or specific gravity. Inline sensors read some properties, but sampling and tasting stay manual. | 35% AI helps | | Notify or signal other workers to operate equipment or when processing is complete. Automated alerts can notify workers, though signaling is often in person. | 35% AI helps | ## How food cooking machine operators compare All jobs (923) Production (107) The dark line is **food cooking machine operators, at 27**. Each dot is a score, and darker dots mean more jobs share it. The short marks are the averages, 37 for all jobs and 22 for production. ## Pay and outlook in the US Median pay $41,590 a year, May 2025 People employed 31,250 in the US, May 2025 Projected change in jobs \-0.3% from 2024 to 2034 ## Skills to build - Log batch, temperature and test records in database software - Check AI-extracted cooking times against work orders and recipes - Take manual product samples for viscosity, acidity and specific gravity - Clean and sterilize kettles and steam vats to sanitation standards - Operate hoists, valves and pumps on the cooking line - Hold a HACCP or food safety certification ## Safer roles nearby 5 related jobs with lower scores. - [Food batchmakers24 out of 100](https://www.aigentcy.com/ai-exposure/food-batchmakers/) - [Oven operators25 out of 100](https://www.aigentcy.com/ai-exposure/oven-operators/) - [Separating machine operators20 out of 100](https://www.aigentcy.com/ai-exposure/separating-machine-operators/) - [Refrigeration operators21 out of 100](https://www.aigentcy.com/ai-exposure/refrigeration-operators/) - [Cleaning equipment operators25 out of 100](https://www.aigentcy.com/ai-exposure/cleaning-equipment-operators/) ## Questions about food cooking machine operators and AI Will AI replace food cooking machine operators? Partly. About 3 in 10 working hours go to tasks AI can already do, mostly recording production and test data and reading work orders and recipes. Hands-on work like cleaning equipment, loading ingredients and turning valves stays with people on the line. Which food cooking machine operator tasks is AI taking over? Recording production and test data is the most exposed task, with an exposure score of 75, because logging temperatures, steam readings, cooking time and batch counts is routine digital entry. Reading recipes for times and temperatures scores 55, since AI can pull those figures and the operator checks them. Which food cooking machine operator tasks stay human? Cleaning and sterilizing equipment scores 8 on exposure, because it needs hands on vats, hoses and work areas. Pouring and loading ingredients also scores 8, and removing hot cooked material scores 15, since a person must physically handle the product. These hands-on tasks carry much of the 45 percent of task weight that stays human. How can food cooking machine operators stay valuable? Learn to keep batch records in database software so you can check the data AI logs. Get trained on manual sampling for viscosity, acidity and specific gravity, since sensors miss some properties. Keep hands-on skills with hoists, valves, pumps and sanitation current, because those tasks remain with people. ## Related jobs - [Bakers25 out of 100](https://www.aigentcy.com/ai-exposure/bakers/) - [Mixing machine operators24 out of 100](https://www.aigentcy.com/ai-exposure/mixing-machine-operators/) - [Kiln and furnace operators26 out of 100](https://www.aigentcy.com/ai-exposure/kiln-and-furnace-operators/) - [Packaging machine operators19 out of 100](https://www.aigentcy.com/ai-exposure/packaging-machine-operators/) ## Next steps for food cooking machine operators - ### Check your job Your job title is a rough guide. Your tasks decide your score. Paste your job description or CV to see which tasks AI can do. [Check your job](https://www.aigentcy.com/tools/ai-exposure-checker/) [Check your CV](https://www.aigentcy.com/tools/cv-checker/) - ### Estimate team savings The score is per person. Add headcount and salary to see the hours AI can take on in a team of food cooking machine operators, and what they cost. [Estimate what AI saves a team of food cooking machine operators](https://www.aigentcy.com/tools/team-ai-audit/?role=food-cooking-machine-operators) [Work out the return on automation](https://www.aigentcy.com/tools/ai-savings-calculator/) ### Check which roles in your team AI can take on We map your team's tasks, show what AI can do today and build the automations that pay back first. [Book an AI audit](https://www.aigentcy.com/audit/) ## Related topics - [**Jobs AI can't replace**Roustabouts score lowest, at 6.](https://www.aigentcy.com/ai-exposure/jobs-ai-cant-replace/) - [**Jobs most at risk from AI**Proofreaders score highest, at 76.](https://www.aigentcy.com/ai-exposure/jobs-most-exposed-to-ai/) - [**High-paying jobs with low AI exposure**Pediatric surgeons earn a median $559,030 and score 29.](https://www.aigentcy.com/ai-exposure/high-paying-jobs-low-ai-exposure/) - [**Entry-level jobs with low AI exposure**Roustabouts need little prior training and score 6.](https://www.aigentcy.com/ai-exposure/entry-level-jobs-low-ai-exposure/) - [**Jobs AI speeds up the most**AI helps with 98% of the task time for health informatics specialists.](https://www.aigentcy.com/ai-exposure/jobs-ai-speeds-up/) - [**AI and jobs in Malta**15 iGaming roles graded task by task.](https://www.aigentcy.com/ai-exposure/malta/) - [**Skills that keep work human**The skills to build in the jobs AI changes least.](https://www.aigentcy.com/ai-exposure/skills/) - [**Jobs A to Z**Every job we score, by first letter.](https://www.aigentcy.com/ai-exposure/jobs/) - [**AI exposure by industry**Average scores for 22 job groups.](https://www.aigentcy.com/ai-exposure/industries/) - [**Write a CV screening software can read**How applicant tracking systems read a CV, and what to change.](https://www.aigentcy.com/ai-exposure/cv-screening-guide/) - [**AI for businesses**The tasks to automate first in each team and industry.](https://www.aigentcy.com/ai-for/) - [**How we score AI exposure**The grading, the weights and every source.](https://www.aigentcy.com/ai-exposure/methodology/) Sources and licences Occupation data from the O\*NET 30.3 Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), used under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) and modified by Aigentcy. O\*NET® is a trademark of USDOL/ETA. Wage, employment and projection data from the U.S. Bureau of Labor Statistics. EU occupation names from ESCO, European Commission. AI usage signals from the Anthropic Economic Index (CC BY) and Microsoft Research (CC BY 4.0). [Methodology and sources](https://www.aigentcy.com/ai-exposure/methodology/). Scores © Aigentcy. Quote them with a link to the page.