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AI exposure Production

Will AI replace food batchmakers?

Food Batchmakers. US occupation 51-3092.

0.0%

of the time food batchmakers spend on their work goes on tasks where AI is already being used to do that work.of food batchmakers' working hours go on tasks AI has already started taking off their plate.

Ranked 346 of 756 US occupations. No AI use seen in the work yet, along with 410 other occupations.No handover started yet, along with 410 other occupations.

Average US job 7.7%

Among the least exposed jobs there are.Still waiting for liberation.

What AI already does for food batchmakersWhat food batchmakers no longer do alone

O*NET lists 25 tasks for food batchmakers. None of them shows meaningful AI use at work yet.

What it does not touch, yetWhat still needs a human

25 of the 25 tasks show no AI use at work in the data.

  • Clean and sterilize vats and factory processing areas.Core task
  • Determine mixing sequences, based on knowledge of temperature effects and of the solubility of specific ingredients.Core task
  • Examine, feel, and taste product samples during production to evaluate quality, color, texture, flavor, and bouquet, and document the results.Core task
  • Follow recipes to produce food products of specified flavor, texture, clarity, bouquet, or color.Core task
  • Give directions to other workers who are assisting in the batchmaking process.Core task
  • Mix or blend ingredients, according to recipes, using a paddle or an agitator, or by controlling vats that heat and mix ingredients.Core task
Show the other 19
  • Modify cooking and forming operations based on the results of sampling processes, adjusting time cycles and ingredients to achieve desired qualities, such as firmness or texture.Core task
  • Observe and listen to equipment to detect possible malfunctions, such as leaks or plugging, and report malfunctions or undesirable tastes to supervisors.Core task
  • Observe gauges and thermometers to determine if the mixing chamber temperature is within specified limits, and turn valves to control the temperature.Core task
  • Press switches and turn knobs to start, adjust, and regulate equipment, such as beaters, extruders, discharge pipes, and salt pumps.Core task
  • Record production and test data for each food product batch, such as the ingredients used, temperature, test results, and time cycle.Core task
  • Select and measure or weigh ingredients, using English or metric measures and balance scales.Core task
  • Set up, operate, and tend equipment that cooks, mixes, blends, or processes ingredients in the manufacturing of food products, according to formulas or recipes.Core task
  • Turn valve controls to start equipment and to adjust operation to maintain product quality.Core task
  • Cool food product batches on slabs or in water-cooled kettles.
  • 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.
  • Formulate or modify recipes for specific kinds of food products.
  • Grade food products according to government regulations or according to type, color, bouquet, and moisture content.
  • Homogenize or pasteurize material to prevent separation or to obtain prescribed butterfat content, using a homogenizing device.
  • Inspect and pack the final product.
  • Inspect vats after cleaning to ensure that fermentable residue has been removed.
  • Manipulate products, by hand or using machines, to separate, spread, knead, spin, cast, cut, pull, or roll products.
  • Operate refining machines to reduce the particle size of cooked batches.
  • Place products on carts or conveyors to transfer them to the next stage of processing.
  • Test food product samples for moisture content, acidity level, specific gravity, or butter-fat content, and continue processing until desired levels are reached.

How that compares

Among the 98 production occupations, food batchmakers rank 42. The group averages 0.8%, and its most exposed job is Computer Numerically Controlled Tool Programmers at 12.1%. The average US occupation sits at 7.7%.

All 756 occupations, ranked

Level with 0.0%

  1. 346Floor Sanders and Finishers 0.0%
  2. 346Floral Designers 0.0%
  3. 346Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders 0.0%

What this does and does not mean

Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.

A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.

Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.