Work · Stable Future · 2026
Opportunity scanner
Where could AI save time in your organisation? An exploratory scan built on task-level AI exposure, with an agent that maps your job titles to UK occupations.
- Role
- Sole builder
- When
- 2026
- Scale
- 412 UK job groups · 87 industries · about 30,000 job titles
- Stack
- Python, FastAPI, LangGraph, MCP, Docker, Terraform, AWS Lambda
- Model choice
- Claude Haiku 5.5: 67% exact, 91% right when sure, on 100 held-out job titles