UK AI Exposure · Elementary occupations
Waiters and waitresses
Waiters and waitresses serve food and beverages in hotels, clubs, restaurants public houses and other establishments.
- Employees (UK)
- 146k
- Median annual pay
- £10,000
- Exposure score ?
- 0.8/10 Minimal 2.4/10 Low strict reading · with tools is 2.4/10 with-tools reading · strict is 0.8/10
- Wage exposure
- £117m £350m
Higher exposure than 48% 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.
A handful of tasks in this role are touchable by AI, mostly around paperwork, scheduling and basic writing. The shape of the role stays the same - some parts just get faster.
If you're in this role, here's what to do now
Pick the two or three most repetitive things in your week and try an LLM on them. Most people underestimate what Claude or ChatGPT can already do for admin-shaped work. The time you get back is the dividend.
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.
-
Collect payments from customers.
-
Check patrons' identification to ensure that they meet minimum age requirements for consumption of alcoholic beverages.
-
Write patrons' food orders on order slips, memorize orders, or enter orders into computers for transmittal to kitchen staff.
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.
-
Write patrons' food orders on order slips, memorize orders, or enter orders into computers for transmittal to kitchen staff.
-
Prepare checks that itemize and total meal costs and sales taxes.
-
Present menus to patrons and answer questions about menu items, making recommendations upon request.
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 "Waiters and Waitresses" (35-3031.00).
What AI can already do
2 of 25 tasks · unaided
Write patrons' food orders on order slips, memorize orders, or enter orders into computers for transmittal to kitchen staff.
Explain how various menu items are prepared, describing ingredients and cooking methods.
Where humans still hold the line
23 of 25 tasks
Collect payments from customers.
Check patrons' identification to ensure that they meet minimum age requirements for consumption of alcoholic beverages.
Check with customers to ensure that they are enjoying their meals, and take action to correct any problems.
Take orders from patrons for food or beverages.
Prepare checks that itemize and total meal costs and sales taxes.
Remove dishes and glasses from tables or counters, and take them to kitchen for cleaning.
Clean tables or counters after patrons have finished dining.
Serve food or beverages to patrons, and prepare or serve specialty dishes at tables as required.
Perform cleaning duties, such as sweeping and mopping floors, vacuuming carpet, tidying up server station, taking out trash, or checking and cleaning bathroom.
Present menus to patrons and answer questions about menu items, making recommendations upon request.
Prepare tables for meals, including setting up items such as linens, silverware, and glassware.
Stock service areas with supplies such as coffee, food, tableware, and linens.
Roll silverware, set up food stations, or set up dining areas to prepare for the next shift or for large parties.
Inform customers of daily specials.
Assist host or hostess by answering phones to take reservations or to-go orders, and by greeting, seating, and thanking guests.
Fill salt, pepper, sugar, cream, condiment, and napkin containers.
Garnish and decorate dishes in preparation for serving.
Perform food preparation duties, such as preparing salads, appetizers, and cold dishes, portioning desserts, and brewing coffee.
Prepare hot, cold, and mixed drinks for patrons, and chill bottles of wine.
Escort customers to their tables.
Bring wine selections to tables with appropriate glasses, and pour the wines for customers.
Describe and recommend wines to customers.
Provide guests with information about local areas, including directions.
Tasks via O*NET "Waiters and Waitresses" (35-3031.00).
What AI can already do
7 of 25 tasks · with tools
Write patrons' food orders on order slips, memorize orders, or enter orders into computers for transmittal to kitchen staff.
Prepare checks that itemize and total meal costs and sales taxes.
Present menus to patrons and answer questions about menu items, making recommendations upon request.
Inform customers of daily specials.
Explain how various menu items are prepared, describing ingredients and cooking methods.
Describe and recommend wines to customers.
Provide guests with information about local areas, including directions.
Where humans still hold the line
18 of 25 tasks
Collect payments from customers.
Check patrons' identification to ensure that they meet minimum age requirements for consumption of alcoholic beverages.
Check with customers to ensure that they are enjoying their meals, and take action to correct any problems.
Take orders from patrons for food or beverages.
Remove dishes and glasses from tables or counters, and take them to kitchen for cleaning.
Clean tables or counters after patrons have finished dining.
Serve food or beverages to patrons, and prepare or serve specialty dishes at tables as required.
Perform cleaning duties, such as sweeping and mopping floors, vacuuming carpet, tidying up server station, taking out trash, or checking and cleaning bathroom.
Prepare tables for meals, including setting up items such as linens, silverware, and glassware.
Stock service areas with supplies such as coffee, food, tableware, and linens.
Roll silverware, set up food stations, or set up dining areas to prepare for the next shift or for large parties.
Assist host or hostess by answering phones to take reservations or to-go orders, and by greeting, seating, and thanking guests.
Fill salt, pepper, sugar, cream, condiment, and napkin containers.
Garnish and decorate dishes in preparation for serving.
Perform food preparation duties, such as preparing salads, appetizers, and cold dishes, portioning desserts, and brewing coffee.
Prepare hot, cold, and mixed drinks for patrons, and chill bottles of wine.
Escort customers to their tables.
Bring wine selections to tables with appropriate glasses, and pour the wines for customers.
Stay on top of this
One email a week, written for people who aren't AI nerds. What's actually real, what's hype, and what smart operators are doing about it.
Get the weekly note
One email a week from Alex on how AI is changing UK work, how to get ahead of it, and what smart operators are actually doing. Written for people who aren't AI nerds.
Free. Unsubscribe any time.
Or go deeper:
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.
Get the weekly note. One email on how AI is changing UK work.