Skip to content
AI Job Risk

Occupation baseline · Research consensus

Will AI replace Food Servers, Nonrestaurant?

Lower risk

Baseline AI displacement risk for Food Servers, Nonrestaurant, aggregated from 7 research sources.

What this score means

Food Servers, Nonrestaurant is among the least exposed roles in Hospitality. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 21 out of 100 it scores 3 points below the Hospitality average of 24. Across the 7 sources behind this baseline, individual estimates run from 6 to 52, so the score is a weighted consensus rather than any single figure.

The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works

What this job actually involves

Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Food Servers, Nonrestaurant, most central first, showing 12 of 14.

  • 01Place food servings on plates or trays according to orders or instructions.
  • 02Clean or sterilize dishes, kitchen utensils, equipment, or facilities.
  • 03Monitor food distribution, ensuring that meals are delivered to the correct recipients and that guidelines, such as those for special diets, are followed.
  • 04Examine trays to ensure that they contain required items.
  • 05Load trays with accessories, such as eating utensils, napkins, or condiments.
  • 06Take food orders and relay orders to kitchens or serving counters so they can be filled.
  • 07Monitor food preparation or serving techniques to ensure that proper procedures are followed.
  • 08Remove trays and stack dishes for return to kitchen after meals are finished.
  • 09Carry food, silverware, or linen on trays or use carts to carry trays.
  • 10Record amounts and types of special food items served to customers.
  • 11Stock service stations with items, such as ice, napkins, or straws.
  • 12Prepare food items, such as sandwiches, salads, soups, or beverages.

Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.

The research behind this score

This baseline aggregates 7 research sources that scored Food Servers, Nonrestaurant for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

Common questions

How likely is AI to replace Food Servers, Nonrestaurant?
Published research puts Food Servers, Nonrestaurant at 21 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 7 research sources and describes the typical version of the role, not any individual.
Do researchers agree on the risk for Food Servers, Nonrestaurant?
Only partly. Individual estimates for Food Servers, Nonrestaurant run from 6 to 52 out of 100 across the 7 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
Which hospitality roles face similar AI exposure?
The closest published hospitality roles to Food Servers, Nonrestaurant by score are Bartenders (21/100), Cooks, Institution and Cafeteria (21/100), and Cooks, Short Order (21/100). Each has its own page with the research behind its number.

Also covers

Boat Hop · Car Attendant · Car Hop · Curb Attendant · Curb Hop · Curber · Dining Room Server · Food Cart Attendant and related titles

Estimated displacement window

The dated estimate for this role is included in the full personalised report.

Your number is not the baseline

Seniority, sector, and how much of your day is routine all shift the score. Answer a few questions and get your personal risk score free, no signup.

Get my personal score

Free · No credit card · No signup

More hospitality occupations

All hospitality occupations

Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.