Will AI replace First-Line Supervisors of Food Preparation and Serving Workers?

What this score means

First-Line Supervisors of Food Preparation and Serving Workers leans toward the safer end for Hospitality. Parts of the role touch tasks AI is getting good at, but the core still depends on hands-on work or judgment that resists automation. At 25 out of 100 it scores 5 points above the Hospitality average of 20. Across the 3 sources behind this baseline, individual estimates run from 23 to 26, 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 First-Line Supervisors of Food Preparation and Serving Workers, most central first, showing 12 of 26.

• 01Resolve customer complaints regarding food service.
• 02Train workers in food preparation, and in service, sanitation, and safety procedures.
• 03Assign duties, responsibilities, and work stations to employees in accordance with work requirements.
• 04Present bills and accept payments.
• 05Perform various financial activities, such as cash handling, deposit preparation, and payroll.
• 06Supervise and participate in kitchen and dining area cleaning activities.
• 07Recommend measures for improving work procedures and worker performance to increase service quality and enhance job safety.
• 08Specify food portions and courses, production and time sequences, and workstation and equipment arrangements.
• 09Control inventories of food, equipment, smallware, and liquor, and report shortages to designated personnel.
• 10Observe and evaluate workers and work procedures to ensure quality standards and service, and complete disciplinary write-ups.
• 11Analyze operational problems, such as theft and wastage, and establish procedures to alleviate these problems.
• 12Inspect supplies, equipment, and work areas to ensure efficient service and conformance to standards.

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 3 research sources that scored First-Line Supervisors of Food Preparation and Serving Workers for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

• 01Anthropic Economic Index 2026 - AI Task Exposure · 2026
• 02GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024
• 03AI Occupational Exposure to Language Modeling · 2023

Also covers

Banquet Captain · Banquet Supervisor · Bar Manager · Bartender Manager · Cafeteria Manager · Cafeteria Supervisor · Canteen Manager · Cocktail Lounge Manager and related titles

More hospitality occupations

• Baristas19/100
• Bartenders18/100
• Chefs and Head Cooks24/100
• Cooks, Fast Food18/100
• Cooks, Institution and Cafeteria18/100
• Cooks, Private Household22/100
• Cooks, Restaurant20/100
• Cooks, Short Order14/100