UK AI Exposure · Managers, directors and senior officials
Restaurant and catering establishment managers and proprietors
Restaurant and catering establishment managers and proprietors plan, direct and co-ordinate the catering services of restaurants, hotels and large-scale catering services within other organisations.
- Employees (UK)
- 46k
- Median annual pay
- £30,513
- Exposure score ?
- 0.7/10 Minimal 7.7/10 High strict reading · with tools is 7.7/10 with-tools reading · strict is 0.7/10
- Wage exposure
- £98m £1.08bn
Higher exposure than 35% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
Most of the routine task inventory in this role can already be done by a capable LLM. That doesn't mean the role disappears - it means the shape changes, and one person can credibly do the work of several.
If you're in this role, here's what to do now
Stop doing anything an LLM can do. Your edge is judgment, relationships, taste, and the parts of the work that require you to be in the room. The operators who notice this first and redesign their workflow around it will be paid for those things; the ones who cling to the old task list will compete against AI at AI's prices.
Where a project with Alex usually starts for this role
This role's strict reading is low because its top tasks are judgment, not drafting. The three highest-stakes tasks below are still usually where we start — flip the toggle to 'With tools' to see what AI plus the right context can compress.
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Monitor employee and patron activities to ensure liquor regulations are obeyed.
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Greet guests, escort them to their seats, and present them with menus and wine lists.
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Count money and make bank deposits.
These are the highest-importance tasks AI can already handle when paired with the right tools and context. In a typical engagement the first wins come from building workflows around these — usually the difference between an LLM that can technically do the job and one that actually does it inside your business.
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Establish standards for personnel performance and customer service.
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Keep records required by government agencies regarding sanitation or food subsidies.
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Schedule staff hours and assign duties.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
The full task breakdown
Every O*NET task for this occupation, split by what AI can already do unaided versus what still needs a human. Importance is O*NET's 1–5 rating of how central each task is to the role.
Tasks via O*NET "Food Service Managers" (11-9051.00).
What AI can already do
2 of 28 tasks · unaided
Keep records required by government agencies regarding sanitation or food subsidies.
Create specialty dishes and develop recipes to be used in dining facilities.
Where humans still hold the line
26 of 28 tasks
Monitor employee and patron activities to ensure liquor regulations are obeyed.
Greet guests, escort them to their seats, and present them with menus and wine lists.
Count money and make bank deposits.
Establish standards for personnel performance and customer service.
Schedule staff hours and assign duties.
Investigate and resolve complaints regarding food quality, service, or accommodations.
Maintain food and equipment inventories, and keep inventory records.
Perform some food preparation or service tasks, such as cooking, clearing tables, and serving food and drinks when necessary.
Monitor budgets and payroll records, and review financial transactions to ensure that expenditures are authorized and budgeted.
Schedule and receive food and beverage deliveries, checking delivery contents to verify product quality and quantity.
Coordinate assignments of cooking personnel to ensure economical use of food and timely preparation.
Organize and direct worker training programs, resolve personnel problems, hire new staff, and evaluate employee performance in dining and lodging facilities.
Assess staffing needs and recruit staff, using methods such as newspaper advertisements or attendance at job fairs.
Estimate food, liquor, wine, and other beverage consumption to anticipate amounts to be purchased or requisitioned.
Monitor food preparation methods, portion sizes, and garnishing and presentation of food to ensure that food is prepared and presented in an acceptable manner.
Monitor compliance with health and fire regulations regarding food preparation and serving, and building maintenance in lodging and dining facilities.
Test cooked food by tasting and smelling it to ensure palatability and flavor conformity.
Order and purchase equipment and supplies.
Review work procedures and operational problems to determine ways to improve service, performance, or safety.
Arrange for equipment maintenance and repairs, and coordinate a variety of services, such as waste removal and pest control.
Record the number, type, and cost of items sold to determine which items may be unpopular or less profitable.
Plan menus and food utilization, based on anticipated number of guests, nutritional value, palatability, popularity, and costs.
Review menus and analyze recipes to determine labor and overhead costs, and assign prices to menu items.
Take dining reservations.
Schedule use of facilities or catering services for events such as banquets or receptions, and negotiate details of arrangements with clients.
Establish and enforce nutritional standards for dining establishments, based on accepted industry standards.
Tasks via O*NET "Food Service Managers" (11-9051.00).
What AI can already do
22 of 28 tasks · with tools
Establish standards for personnel performance and customer service.
Keep records required by government agencies regarding sanitation or food subsidies.
Schedule staff hours and assign duties.
Investigate and resolve complaints regarding food quality, service, or accommodations.
Maintain food and equipment inventories, and keep inventory records.
Monitor budgets and payroll records, and review financial transactions to ensure that expenditures are authorized and budgeted.
Schedule and receive food and beverage deliveries, checking delivery contents to verify product quality and quantity.
Coordinate assignments of cooking personnel to ensure economical use of food and timely preparation.
Organize and direct worker training programs, resolve personnel problems, hire new staff, and evaluate employee performance in dining and lodging facilities.
Assess staffing needs and recruit staff, using methods such as newspaper advertisements or attendance at job fairs.
Estimate food, liquor, wine, and other beverage consumption to anticipate amounts to be purchased or requisitioned.
Monitor compliance with health and fire regulations regarding food preparation and serving, and building maintenance in lodging and dining facilities.
Order and purchase equipment and supplies.
Review work procedures and operational problems to determine ways to improve service, performance, or safety.
Arrange for equipment maintenance and repairs, and coordinate a variety of services, such as waste removal and pest control.
Record the number, type, and cost of items sold to determine which items may be unpopular or less profitable.
Plan menus and food utilization, based on anticipated number of guests, nutritional value, palatability, popularity, and costs.
Review menus and analyze recipes to determine labor and overhead costs, and assign prices to menu items.
Take dining reservations.
Create specialty dishes and develop recipes to be used in dining facilities.
Schedule use of facilities or catering services for events such as banquets or receptions, and negotiate details of arrangements with clients.
Establish and enforce nutritional standards for dining establishments, based on accepted industry standards.
Where humans still hold the line
6 of 28 tasks
Monitor employee and patron activities to ensure liquor regulations are obeyed.
Greet guests, escort them to their seats, and present them with menus and wine lists.
Count money and make bank deposits.
Perform some food preparation or service tasks, such as cooking, clearing tables, and serving food and drinks when necessary.
Monitor food preparation methods, portion sizes, and garnishing and presentation of food to ensure that food is prepared and presented in an acceptable manner.
Test cooked food by tasting and smelling it to ensure palatability and flavor conformity.
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Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
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