Mostly Resilient

Last Update: 6/19/2026

AI Resilience Score for Cooks, Inst. & Cafeteria:

52.4%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Med

Sustained economic opportunity

Low

Our confidence in this score:
Medium

Contributing sources

Methodology and Scoring Rationale

To score how resilient institutional and cafeteria cooking is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from four AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, and Will Robots Take My Job. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For institutional and cafeteria cooks, six of seven sources had data, with Anthropic missing. AI exposure showed a split: AI Resilience Model and Microsoft rated it low, while Will Robots Take My Job rated it high, keeping confidence at medium. Strong physical, on-site work helped, but low pay and mobility pulled the score down, landing this role at "Mostly Resilient."

AI Resilience Report forCooks, Institution and Cafeteria

$36,450 median salary69,700 annual openingsSOC Code: 35-2012.00

Cooks, Institution and Cafeteria are somewhat more resilient to AI impacts than most occupations, according to our analysis of 6 sources.

Cooks in schools, hospitals, and cafeterias are labeled "Mostly Resilient" because the demand for human workers in this field is actually growing, with the Bureau of Labor Statistics projecting 5 percent job growth and around 432,200 openings per year through 2034. While AI tools are changing parts of the job (like inventory tracking, food waste reduction, and meal planning), these technologies mostly help cooks work smarter rather than replacing them entirely.

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This role is mostly resilient

Cooks in schools, hospitals, and cafeterias are labeled "Mostly Resilient" because the demand for human workers in this field is actually growing, with the Bureau of Labor Statistics projecting 5 percent job growth and around 432,200 openings per year through 2034. While AI tools are changing parts of the job (like inventory tracking, food waste reduction, and meal planning), these technologies mostly help cooks work smarter rather than replacing them entirely.

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Analysis of Current AI Resilience

Cooks, Inst. & Cafeteria

Updated Quarterly

Analysis
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State of Automation

How is AI changing Cooks, Inst. & Cafeteria jobs?

If you've ever wondered whether a robot might one day be flipping burgers in your school cafeteria — the answer is "sort of, but not really, yet." Most AI in institutional foodservice today augments human cooks rather than replacing them. Tools like menu-planning software, demand forecasting, and AI-powered inventory systems are helping kitchen staff cut down on food waste and paperwork. According to a guide for foodservice leaders from EHL Hospitality Insights [1], AI systems specifically deployed to categorize food waste in commercial kitchens can reduce leftovers by up to 30% within months of adoption, and AI-based sales forecasting can reduce prediction error by roughly 19%–31%, making ordering more accurate.

True kitchen-floor robotics are still rare, but a high-profile pilot launched this spring shows what's possible. The American Hospital Association profiled WellSpan York Hospital's "Fresh Take Eatery," [2] which it calls the first deployment of robotic kitchen service in a U.S. health care setting — offering scalable, continuous food service that could become a model for hospitals, colleges, and other large institutions. The system automates ingredient storage, retrieval, cooking, plating, serving, and cleaning, and can manage up to 80 fresh ingredients to produce hundreds of customizable meals such as bowls, salads, and pasta dishes.

Importantly, WellSpan's own announcement [3] notes that WellSpan dietitians were involved in menu development to support healthy eating options — humans still drive the nutrition and creativity.

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AI Adoption

How fast is AI adoption growing for Cooks, Inst. & Cafeteria?

Adoption is moving quickly for back-office AI but slowly for full robotic kitchens. On one hand, Nation's Restaurant News reported in March 2026 [4] that operators are turning to AI to ease an ongoing labor crunch, and The Food Institute [5] writes that 2026 is bringing "AI adoption hitting escape velocity," with pilot projects turning into system-wide rollouts, citing data that AI automation has routinely trimmed 15–50% of labor hours in targeted workflows at companies like Walmart.

On the other hand, several factors slow adoption in schools and hospitals. Equipment is expensive, school food budgets are tight, and meals must meet strict nutrition rules and food-safety regulations. The U.S. Bureau of Labor Statistics [6] projects that overall employment of cooks will grow 5 percent from 2024 to 2034, faster than the average for all occupations, with about 432,200 openings projected each year on average over the decade — meaning demand for human cooks remains strong.

As EHL's guide puts it, rather than taking jobs away, AI will change how work gets done, so roles must be reconsidered so teams can work alongside AI — automation changes who does the task, AI changes how decisions are made. The skills that stay valuable are the ones AI can't easily copy: judgment, hospitality, training newer workers, and customizing meals for students or patients with special dietary needs.

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Will AI replace Cooks, Inst. & Cafeteria?

Will AI replace Cooks, Inst. & Cafeteria?

No. We don't think AI will replace Cooks, Institution and Cafeteria, though we do expect the job to change.

That's the thinking behind our 52.4% AI Resilience Score for this role. Right now, AI is mostly handling back-office work: menu planning, demand forecasting, and inventory tracking. Tools like AI-based sales forecasting can reduce prediction errors by roughly 19% to 31%, cutting food waste and paperwork without touching the actual cooking [1]. Full robotic kitchens exist, but they're rare. A pilot at WellSpan York Hospital shows what's possible, with a system that automates cooking, plating, and cleaning, yet WellSpan dietitians still drive menu development and nutrition decisions (wellspan.org, aha.org).

The bigger picture on jobs is encouraging. The Bureau of Labor Statistics projects cook employment will grow 5% from 2024 to 2034, with about 432,200 openings expected each year on average [6]. School and hospital kitchens face tight budgets and strict nutrition rules that slow automation. What stays human is also genuinely hard to automate: adjusting meals for students with allergies, reading a room, training new staff, and bringing care to feeding people who are sick or young. AI will change how this work gets done, but the human at the center of it isn't going away.

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Latest AI news for Cooks, Inst. & Cafeteria

These articles highlight the evolving role of AI in "Cooks, Institution and Cafeteria" careers, emphasizing resilience and adaptation. For instance, the piece on AI's impact on restaurants predicts significant changes in workflows, suggesting that cooks will need to harness technology rather than fear it. Additionally, the risk analysis shows that while some positions face higher automation risks, understanding these dynamics can help future cooks focus on skills that AI cannot replicate, such as creativity and interpersonal connections. Embracing AI as a tool can enhance career prospects in this field.

More Career Info

Career: Cooks, Institution and Cafeteria

They prepare large amounts of food in schools or hospitals, making sure meals are nutritious and taste good for students and patients.

Employment & Wage Data

Median Wage

$36,450

Jobs (2024)

466,100

Growth (2024-34)

+2.0%

Annual Openings

69,700

Education

No formal educational credential

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2024-2034

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

94% ResilienceCore Task

Wash pots, pans, dishes, utensils, and other cooking equipment.

2

93% ResilienceCore Task

Clean, cut, and cook meat, fish, or poultry.

3

92% ResilienceCore Task

Clean and inspect galley equipment, kitchen appliances, and work areas to ensure cleanliness and functional operation.

4

92% ResilienceCore Task

Train new employees.

5

91% ResilienceCore Task

Bake breads, rolls, and other pastries.

6

90% ResilienceCore Task

Cook foodstuffs according to menus, special dietary or nutritional restrictions, or numbers of portions to be served.

7

89% ResilienceCore Task

Take inventory of supplies and equipment.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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