Workshop job card extractor
Turn workshop job cards into structured service records with parts, labour and mileage.
The brief
Workshops write job cards by hand or in free text, so service history is lost. Build an extractor that turns job cards into validated service records (vehicle, mileage, complaint, parts, labour, cost), and measure its accuracy. Good looks like: a schema, validation of mileage and totals, and accuracy per field on 30 labelled job cards.
What you will build
- Write 30 realistic job cards from complaint and recall data
- Define the service record schema
- Extract with structured outputs and validate
- Measure accuracy per field
- Build a searchable service history
Free, open data to build it with
Check each dataset's licence before you publish your work. Your mentor gives your team its own version of the brief (data, scope or region), so every team's project is its own.

