Formulate or modify recipes for specific kinds of food products.

“Formulate or modify recipes for specific kinds of food products.” is a supplemental task performed by Food Batchmakers. Among the occupation's 25 rated tasks, workers place it 2nd by importance (#24 most important). About 54% of workers say it is relevant to their job.

This is a single occupation-specific task statement from O*NET. The figures below describe how central the task is to the job and what independent studies measure about AI and this kind of work — not a prediction that the task will be automated.

Work activities this task rolls up to

O*NET groups concrete tasks into broader work activities shared across many occupations.

• Determine operational methods or procedures. in Making Decisions and Solving Problems

AI exposure

The OpenAI / Eloundou “GPTs are GPTs” study rates this task E2. Exposure with tools — software built on top of a language model (not the model alone) could cut the time by at least half.

Exposure measures whether a model could meaningfully speed the task up — it is an estimate of overlap with model capabilities, not a measure of whether the work will be done by software. The study's intermediate score (β) for this task is 0.50. Automation potential label: T1.

How AI is actually used on this kind of task

The Anthropic Economic Index observes how people actually use AI on tasks like this one across millions of real conversations.

• 0.009% share of AI-use records mapped to this task
• Most common interaction: task iteration
• Average autonomy of the AI: 3.1 (1–5; higher = more autonomous)
• 95% of interactions still needed a human in the loop

Observed AI use describes people choosing to use AI as a tool on this kind of task today. It is augmentation and assistance, not a measure of jobs replaced.

Working with AI vs. handing it off

Of the AI conversations mapped to this task, the split between people working alongside AI and people delegating the task to it.

How people interact with AI on this task

Other tasks in this occupation

• Record production and test data for each food product batch, such as the ingredients used, temperature, test results, and time cycle. · importance 4.8
• Clean and sterilize vats and factory processing areas. · importance 4.7
• Test food product samples for moisture content, acidity level, specific gravity, or butter-fat content, and continue processing until desired levels are reached. · importance 4.7
• Set up, operate, and tend equipment that cooks, mixes, blends, or processes ingredients in the manufacturing of food products, according to formulas or recipes. · importance 4.7
• Mix or blend ingredients, according to recipes, using a paddle or an agitator, or by controlling vats that heat and mix ingredients. · importance 4.6
• Inspect vats after cleaning to ensure that fermentable residue has been removed. · importance 4.6
• Follow recipes to produce food products of specified flavor, texture, clarity, bouquet, or color. · importance 4.6
• Give directions to other workers who are assisting in the batchmaking process. · importance 4.6
• Select and measure or weigh ingredients, using English or metric measures and balance scales. · importance 4.5
• Press switches and turn knobs to start, adjust, and regulate equipment, such as beaters, extruders, discharge pipes, and salt pumps. · importance 4.5
• Fill processing or cooking containers, such as kettles, rotating cookers, pressure cookers, or vats, with ingredients, by opening valves, by starting pumps or injectors, or by hand. · importance 4.5
• Determine mixing sequences, based on knowledge of temperature effects and of the solubility of specific ingredients. · importance 4.5
• Observe and listen to equipment to detect possible malfunctions, such as leaks or plugging, and report malfunctions or undesirable tastes to supervisors. · importance 4.5
• Manipulate products, by hand or using machines, to separate, spread, knead, spin, cast, cut, pull, or roll products. · importance 4.5

See all tasks on the Food Batchmakers page.

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

• O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
• Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

Data compiled June 2, 2026. Figures are estimates, not advice.

@misc{singulariki-task-4936,
  title  = {Formulate or modify recipes for specific kinds of food products.},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/tasks/task-4936}
}