Job Check
Food Batchmakers
Set up and operate equipment that mixes or blends ingredients used in the manufacturing of food products. Includes candy makers and cheese makers.
10 main tasks · most important first
Your main tasks and AI
Importance- 01Record production and test data for each food product batch, such as the ingredients used, temperature, test results, and time cycle.AI could speed this up a lot
- 02Clean and sterilize vats and factory processing areas.Mostly human for now
- 03Set up, operate, and tend equipment that cooks, mixes, blends, or processes ingredients in the manufacturing of food products, according to formulas or recipes.Mostly human for now
- 04Mix or blend ingredients, according to recipes, using a paddle or an agitator, or by controlling vats that heat and mix ingredients.Mostly human for now
- 05Follow recipes to produce food products of specified flavor, texture, clarity, bouquet, or color.Mostly human for now
- 06Give directions to other workers who are assisting in the batchmaking process.Mostly human for now
- 07Select and measure or weigh ingredients, using English or metric measures and balance scales.Mostly human for now
- 08Press switches and turn knobs to start, adjust, and regulate equipment, such as beaters, extruders, discharge pipes, and salt pumps.Mostly human for now
- 09Determine mixing sequences, based on knowledge of temperature effects and of the solubility of specific ingredients.AI could speed this up a lot
- 10Observe and listen to equipment to detect possible malfunctions, such as leaks or plugging, and report malfunctions or undesirable tastes to supervisors.Mostly human for now
Tasks from O*NET® 31.0 (US Department of Labor, CC BY 4.0, changed by us), most important first. “Already use” comes from Anthropic’s data on real work chats with Claude; “could speed up” from task ratings made with GPT-4 in 2023.
Four studies, side by side
None is a forecast of job lossToo little dataNot enough work use was seen to measure. This does not mean the job is safe from AI.Anthropic, 2026
12%of this job’s tasks an AI model could do in half the time, counting tasks that need extra tools as half (rated in 2023).Eloundou, Manning, Mishkin and Rock, 2023
Above 19% of jobsin how often and how well AI helped with this job’s work in Microsoft Copilot chats (2024 data).Microsoft Research (Tomlinson et al.), 2025
Above 92% of jobsin how much of this job’s physical work robots have been shown to do, from factories to homes (2026).Anthropic, 2026
Your human edge
The main tasks with no real AI use seen and no big speed-up expected. This is where your skill counts most today.
- Clean and sterilize vats and factory processing areas.
- Set up, operate, and tend equipment that cooks, mixes, blends, or processes ingredients in the manufacturing of food products, according to formulas or recipes.
- Mix or blend ingredients, according to recipes, using a paddle or an agitator, or by controlling vats that heat and mix ingredients.