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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.
Med
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.
There are a reasonable number of sources for this result, but there is some disagreement between them.
Contributing sources
Food Servers, Nonrestaurant are somewhat less resilient to AI impacts than most occupations, according to our analysis of 6 sources.
Food servers in nonrestaurant settings like hospitals, schools, and office cafeterias are "Somewhat Resilient" because while automation is genuinely making inroads — think robotic kitchens and digital tray-tracking systems — the human side of this work has proven surprisingly hard to replace. Machines can cook and plate food, but they struggle with the things that really matter in these settings: noticing that a patient seems upset, making sure a kid with allergies gets the right meal, or simply offering a kind word during a tough day.
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 somewhat resilient
Food servers in nonrestaurant settings like hospitals, schools, and office cafeterias are "Somewhat Resilient" because while automation is genuinely making inroads — think robotic kitchens and digital tray-tracking systems — the human side of this work has proven surprisingly hard to replace. Machines can cook and plate food, but they struggle with the things that really matter in these settings: noticing that a patient seems upset, making sure a kid with allergies gets the right meal, or simply offering a kind word during a tough day.
Read full analysisAnalysis of Current AI Resilience
Nonrestaurant Food Server
Updated Quarterly • Last Update: 5/14/2026

If you've ever grabbed a tray in a hospital cafeteria or a school lunchroom, you might wonder whether robots will soon take over that work. The honest answer in 2026 is: some pieces are being automated, but humans are still doing most of the actual serving. Hospitals are the most visible testing ground.
In March 2026, WellSpan Health launched "Fresh Take Eatery," a brand-new robotic dining system at WellSpan York Hospital — an AI-powered kitchen that expands access to hot, healthy food choices for patients and team members, offering 24/7, on-demand food service. Built with RoboEatz and ABB Robotics, the 400-square-foot setup includes autonomous ingredient storage and retrieval, precision cooking, automated plating and serving, and self-cleaning functionality, doubling dining capacity during peak periods.
Augmentation is also happening behind the scenes. Becker's Hospital Review reports [1] that health systems are automating diet order management, tray tracking, and meal ordering — at City of Hope in California, tray-tracking tools cut delivery times in half and reduced errors and food waste.
But fully autonomous tray delivery has had setbacks. Moxi, an AI-powered hospital robot from Diligent Robotics, was retired in 2025 after less than two years at MultiCare hospitals; nurses reported the robots were often "annoying," got in the way, needed an escort between floors, and never delivered meaningful time savings. That's a powerful reminder that the human parts of this job — reading a patient's mood, helping someone get situated, noticing when a tray is missing something — are genuinely hard for machines.

Adoption is being pushed forward by labor pressures. The Food Institute reports that operators are anticipating tighter labor conditions as immigration slows and the pipeline of new workers shrinks, pushing the industry to experiment with automation and efficiency-driven models. Wages are another concern as states and municipalities push to eliminate subminimums and raise the minimum wage, encouraging many operations to turn to technology like kiosks and robots.
The trade publication Foodservice Equipment & Supplies notes [2] that AI is best understood as "a powerful extension of a chef's existing skill set" — not a replacement.
The Society for Hospitality and Foodservice Management, whose members run cafeterias in hospitals, schools, and offices, puts it plainly [3]: robots should "support, not replace, real human interactions," and balancing automation with personal touch is the central challenge.
Two big things slow adoption: cost and people. Robotic kitchens cost millions to install, while the U.S. Bureau of Labor Statistics [4] reports that food and beverage serving employment is projected to grow 5 percent from 2024 to 2034 — faster than average — with about 1,159,600 openings projected each year over the decade. That's a hopeful signal: even as AI handles inventory checks and meal-ordering software, the friendly people who deliver trays, chat with patients, and make sure a kid gets the right allergy-safe lunch remain in demand.
The skills that matter most for you — kindness, attention to detail, and reading a room — are exactly the ones machines still struggle with.

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They serve food and drinks in places like hospitals, schools, or office buildings, making sure everyone gets what they ordered and is happy with their meal.
Median Wage
$34,460
Jobs (2024)
277,200
Growth (2024-34)
+3.0%
Annual Openings
48,000
Education
No formal educational credential
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Record amounts and types of special food items served to customers.
Carry food, silverware, or linen on trays or use carts to carry trays.
Monitor food distribution, ensuring that meals are delivered to the correct recipients and that guidelines, such as those for special diets, are followed.
Determine where patients or patrons would like to eat their meals and help them get situated.
Prepare food items, such as sandwiches, salads, soups, or beverages.
Take food orders and relay orders to kitchens or serving counters so they can be filled.
Monitor food preparation or serving techniques to ensure that proper procedures are followed.
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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