Somewhat Resilient

Last Update: 10/7/2026

AI Resilience Score for Food Preparation Workers:

49.3%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Med

Sustained economic opportunity

Low

Our confidence in this score:
Medium

Methodology and Scoring Rationale

To score how resilient food preparation work is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. 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 food preparation workers, seven of eight sources had data, with Anthropic missing. Exposure signals were split: AI Resilience Model and OpenAI Signals rated hands-on prep work as highly human, while Will Robots Take My Job saw more automation risk, keeping confidence at medium. Lower wages and limited mobility pulled the economic score down, landing this role at "Somewhat Resilient."

AI Resilience Report forFood Preparation Workers

$35,320 median salary•135,700 annual openings•SOC Code: 35-2021.00

Food Preparation Workers are somewhat less resilient to AI impacts than most occupations, according to our analysis of 7 sources.

Food preparation work is labeled "Somewhat Resilient" because AI is already changing real workflows in kitchens, even if robots aren't fully taking over yet. Software tools for scheduling, ordering, and recipe development are spreading fast, and systems like Sweetgreen's "Infinite Kitchen" are proving that automation can handle some prep tasks at scale.

Learn more about how you can thrive in this position

This role is somewhat resilient

Food preparation work is labeled "Somewhat Resilient" because AI is already changing real workflows in kitchens, even if robots aren't fully taking over yet. Software tools for scheduling, ordering, and recipe development are spreading fast, and systems like Sweetgreen's "Infinite Kitchen" are proving that automation can handle some prep tasks at scale.

Read full analysis

Analysis of current AI resilience

Food Preparation Workers

Updated quarterly

Your move

How can Food Preparation Workers prepare for AI?

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Latest AI news for Food Preparation Workers

These articles reveal that while AI poses a replacement risk for some tasks in food preparation, it also offers opportunities for career resilience. For instance, the "AI Impact on Food Prep & Serving Workers: Timeline" article indicates that by 2028, 40% of tasks will be automated, but specialized roles will thrive. Additionally, "Will AI Replace Food Preparation Workers?" highlights how smart inventory systems are enhancing kitchen efficiency. Embracing AI tools can help students stay relevant and adaptable in the evolving food preparation landscape.

More Career Info

Career: Food Preparation Workers

They help prepare ingredients by chopping vegetables, measuring ingredients, and following recipes to ensure meals are ready for cooking in restaurants or cafeterias.

Employment & Wage Data

Median Wage

$35,320

Jobs (2025)

908,500

Growth (2025-35)

-3.0%

Annual Openings

135,700

Education

No formal educational credential

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

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

1

80% ResilienceCore Task

Assist cooks and kitchen staff with various tasks as needed, and provide cooks with needed items.

2

75% ResilienceCore Task

Carry food supplies, equipment, and utensils to and from storage and work areas.

3

75% ResilienceSupplemental

Butcher and clean fowl, fish, poultry, and shellfish to prepare for cooking or serving.

4

72% ResilienceCore Task

Stock cupboards and refrigerators, and tend salad bars and buffet meals.

5

72% ResilienceSupplemental

Distribute menus to hospital patients, collect diet sheets, and deliver food trays and snacks to nursing units or directly to patients.

6

70% ResilienceCore Task

Receive and store food supplies, equipment, and utensils in refrigerators, cupboards, and other storage areas.

7

70% ResilienceCore Task

Prepare a variety of foods, such as meats, vegetables, or desserts, according to customers' orders or supervisors' instructions, following approved procedures.

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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