Mixed signals

Waiter

223.2K UK workers · typical pay £21,500 · entry route GCSEs grades 4-9 (A*-C). Projected headcount change: +3% to 2035.

How AI is actually used here · measured · Anthropic Economic Index

Thin signal. Only 6% of the Claude usage mapped to this job is actual work. The rest is personal or study use of the same skills. Read the figures below as indicative, not precise.

42%

Augmentation

AI mostly does the task

3.4×

Time compression

~1.3h → ~24min

2.56/5

AI autonomy

how hands-off it runs

58%

Automation

of measured usage

How the collaboration splits · the six measured modes

directive 31%feedback loop 23.3%learning 18.4%task iteration 15.5%unclassified 11.1%validation 0.6%

What people make with AI here

explanation / answer31%data / spreadsheet23%advice / recommendation18%

Real Claude.ai usage mapped to this occupation's SOC group, Apr+May 2026, CC-BY. Claude users only; task times model-estimated; augment/automate is how AI is used, not a count of jobs lost. Method →

Facts · ONS + NCS

UK workers (2024)

223.2K

Median pay

£21.5K

Our scored call · a labelled hypothesis, not a measurement

AI exposure

2 / 10

Elasticity

4.5 / 10

2035 outlook

+3%

Exposure · 2/10

Why AI can do the work

The core of the role involves physical tasks such as serving food, clearing tables, and navigating a busy, unpredictable environment that current robotics cannot easily replicate at scale. While AI can assist with peripheral tasks like digital ordering systems or automated scheduling, the requirement for real-time human interaction and physical presence in the UK hospitality sector remains high.

Elasticity · 4.5/10

Gated by saturated

Whether demand expands when it gets cheaper

While cheaper service could slightly increase dining frequency, total demand is primarily capped by physical restaurant capacity and the UK population's caloric/leisure spending limits.

Trajectory to 2035