scraping · ai processing
All Points North
A member directory built by scraping and AI — not by typing.
The problem
All Points North needed a structured member directory, but the source information was scattered across public pages in inconsistent formats. Building it by hand would have meant weeks of copy-paste and judgment calls on every record.
What I built
- Built a scraper to collect the raw records from their target sources reliably and repeatably.
- Used an AI classification pass to categorise and normalise each entry — turning messy text into consistent, queryable fields.
- Delivered a clean directory plus the pipeline, so it can be refreshed instead of rebuilt.