The map · where it would land first
738 UK occupations on one screen.
Every job is here, each tile sized by how many people do it, coloured by how AI actually touches it (measured from real Claude usage). Flip the colour to re-read the map by pay, education, or our scored views. Click any tile to open the role.
Measured usage
Facts
Our scored call
Selection
Click a tile to see the AI exposure rationale, pay, outlook and zone classification. Each of the 738 occupations was scored by Gemini 3 Flash against its full National Careers Service profile.
Colour metric
How AI is used · measuredmeasured
automationaugmentation
Tile size ∝ workers employedOccupations
738
Workers
24.7M
Annual wages
£845.6B
Wages at AI 7+
£287.7B
34% of total
How to read this map
Quick glossaryHow AI is used, measured: augmentation (AI assists) vs automation (AI does the task).AI exposure 0–10, scored: how much of the work AI can do.Elasticity 0–10, scored: whether cheaper supply grows demand.Full methodology →
AEI Apr+May 2026, CC-BY · Claude users only · ~9% of codes unmapped show grey · usage ≠ jobs lost. Method →
The same measured usage, zoomed out