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Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders

Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders score 7 out of 100, which is low exposure to AI. That ranks #799 of 923 US occupations, where #1 is the most exposed. Of the 20 tasks in this job, AI could speed up 1 on its own and 0 more with extra software built on top of it. None of its tasks showed up in real AI use in April–May 2026.

7/ 100
Low
Rank
#799of 923 jobs
US workers
20,370BLS, May 2025
Median pay
$44,810a year
In real AI use
0 of 20tasks, April–May 2026

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: 1 (5%)
  • AI can speed this up with extra software: 0 (0%)
  • Little or no AI speed-up: 19 (95%)
  • Record production data, such as weight and amount of product processed, type of product, and time and temperature of processing.AI can speed this up on its own · core task
  • Observe, feel, taste, or otherwise examine products during and after processing to ensure conformance to standards.Little or no AI speed-up · core task
  • Set temperature and time controls, light ovens, burners, driers, or roasters, and start equipment, such as conveyors, cylinders, blowers, driers, or pumps.Little or no AI speed-up · core task
  • Observe temperature, humidity, pressure gauges, and product samples and adjust controls, such as thermostats and valves, to maintain prescribed operating conditions for specific stages.Little or no AI speed-up · core task
  • Observe flow of materials and listen for machine malfunctions, such as jamming or spillage, and notify supervisors if corrective actions fail.Little or no AI speed-up · core task
  • Weigh or measure products, using scale hoppers or scale conveyors.Little or no AI speed-up · core task
  • Operate or tend equipment that roasts, bakes, dries, or cures food items such as cocoa and coffee beans, grains, nuts, and bakery products.Little or no AI speed-up · core task
  • Signal coworkers to synchronize flow of materials.Little or no AI speed-up · core task
  • Read work orders to determine quantities and types of products to be baked, dried, or roasted.Little or no AI speed-up · core task
  • Fill or remove product from trays, carts, hoppers, or equipment, using scoops, peels, or shovels, or by hand.Little or no AI speed-up · core task
  • Take product samples during or after processing for laboratory analyses.Little or no AI speed-up · supplemental task
  • Test products for moisture content, using moisture meters.Little or no AI speed-up · supplemental task
  • Clear or dislodge blockages in bins, screens, or other equipment, using poles, brushes, or mallets.Little or no AI speed-up · supplemental task
  • Start conveyors to move roasted grain to cooling pans and agitate grain with rakes as blowers force air through perforated bottoms of pans.Little or no AI speed-up · supplemental task
  • Open valves, gates, or chutes or use shovels to load or remove products from ovens or other equipment.Little or no AI speed-up · supplemental task
  • Clean equipment with steam, hot water, and hoses.Little or no AI speed-up · supplemental task
  • Smooth out products in bins, pans, trays, or conveyors, using rakes or shovels.Little or no AI speed-up · supplemental task
  • Install equipment, such as spray units, cutting blades, or screens, using hand tools.Little or no AI speed-up · supplemental task
  • Push racks or carts to transfer products to storage, cooling stations, or the next stage of processing.Little or no AI speed-up · supplemental task
  • Dump sugar dust from collectors into melting tanks and add water to reclaim sugar lost during processing.Little or no AI speed-up · supplemental task
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Questions about food and tobacco roasting, baking, and drying machine operators and tenders and AI

Will AI replace food and tobacco roasting, baking, and drying machine operators and tenders?

Unlikely. Most of the work is hard for today's AI to speed up. Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders score 7 out of 100 (low exposure), #799 of 923 US jobs. AI could speed up 1 of the job's 20 tasks, 1 of them on its own, while 19 see little or no speed-up. Exposure means the work is likely to change, not that the job will disappear.

Which food and tobacco roasting, baking, and drying machine operators and tenders tasks can AI do?

The most exposed tasks include "Record production data, such as weight and amount of product processed, type of product, and time and temperature of processing".

Which food and tobacco roasting, baking, and drying machine operators and tenders tasks are hardest for AI?

Tasks with little or no AI speed-up include "Observe, feel, taste, or otherwise examine products during and after processing to ensure conformance to standards"; "Set temperature and time controls, light ovens, burners, driers, or roasters, and start equipment, such as conveyors, cylinders, blowers, driers, or pumps"; "Observe temperature, humidity, pressure gauges, and product samples and adjust controls, such as thermostats and valves, to maintain prescribed operating conditions for specific stages".

Are people already using AI for this work?

Not much yet. None of the job's tasks showed up in real conversations with Claude in April–May 2026, according to the Anthropic Economic Index.

How many people work as food and tobacco roasting, baking, and drying machine operators and tenders, and what do they earn?

About 20,370 people in the US, with median pay of $44,810 a year (BLS, May 2025).

How to read this score. Exposure measures how much of the work AI could speed up, not whether the job will disappear. A highly exposed job can change shape, with people spending less time on routine tasks and more on the rest. The score counts tasks AI can speed up on its own in full, and tasks that need extra software at half weight.

The ratings come from published research based on GPT-4 (2023). To show what's happening now, each task is also checked against the latest Anthropic Economic Index, which records which tasks people actually use AI for. That data is refreshed automatically when Anthropic publishes a new release. Read the full method.

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