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The AI Resilience Report helps you understand how AI is likely to impact your current or future career. Drawing on data from over 1,500 occupations, it provides a clear snapshot to support informed career decisions.
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Last Update: 5/19/2026
Your role’s AI Resilience Score is
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
High
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
High
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
Low
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
Very few data sources cover this career, or the available sources disagree significantly. Treat this score as a rough estimate.
Contributing sources
Food Preparation and Serving Related Workers, All Other are more resilient to AI impacts than most occupations, according to our analysis of 3 sources.
Food preparation and serving roles are labeled "Resilient" because most of the work still relies on genuinely human skills — like greeting guests warmly, handling unexpected rushes, and plating food with care — that AI simply can't replicate yet. While some tools like kitchen order managers and robot fryers are starting to show up, they tend to help workers rather than replace them, taking over the hottest or most repetitive tasks so people can focus on the parts that actually require a human touch.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
This role is resilient
Food preparation and serving roles are labeled "Resilient" because most of the work still relies on genuinely human skills — like greeting guests warmly, handling unexpected rushes, and plating food with care — that AI simply can't replicate yet. While some tools like kitchen order managers and robot fryers are starting to show up, they tend to help workers rather than replace them, taking over the hottest or most repetitive tasks so people can focus on the parts that actually require a human touch.
Read full analysisAnalysis of Current AI Resilience
Food Prep & Serving Worker
Updated Quarterly • Last Update: 5/14/2026

Good news first: most of the work in this catch-all food prep and serving role still happens through human hands. Industry surveys show AI is being rolled out faster in offices and marketing than in the kitchen — the National Restaurant Association's State of the Restaurant Industry 2026 report found that 26% of restaurant operators say they are using artificial intelligence-related tools, with marketing as the top use (19% of full-service and 15% of limited-service operators) and only 10% using AI for administrative tasks. Where AI does touch food prep, it usually augments workers rather than replacing them.
AI-driven "kitchen managers" prioritize orders and time tickets so dishes finish together [1], and robot arms like Miso's Flippy take over the hottest, messiest tasks — the third-generation Flippy fries more than 40 menu items and cuts staff interactions with hot oil by 90% [2]. Cleaning robots, smart dishwashers, and AI scheduling tools help with the non-cooking parts of the job.

Adoption is likely to stay gradual. On the "speed up" side, 54% of operators name a shrinking labor pool as their biggest 2026 concern, and they point to labor efficiency, training, and scheduling as the top areas where AI could help [3]. On the "slow it down" side, kitchen robots are expensive and finicky — Kernel's robot-arm restaurant closed within a year and rebranded as a human-powered sandwich shop, and Sweetgreen sold off its Spyce/Infinite Kitchen automation division to refocus on profitability.
Customers also push back: only 15% of diners fully trust robots or automated systems to prepare a restaurant meal, and "the human touch is still a selling point in a restaurant kitchen" [4]. So while routine tasks will keep getting automated, the friendly, flexible, problem-solving parts of this job — greeting guests, plating with care, handling the unexpected rush — remain genuinely human skills that employers still need.

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They prepare and serve food, keep dining areas clean, and assist in kitchens to ensure meals are ready and enjoyable for customers.
Median Wage
$34,830
Jobs (2024)
90,500
Growth (2024-34)
+6.4%
Annual Openings
14,600
Education
No formal educational credential
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034

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