How we build the site

An overview of the scraping, extraction, and structuring pipeline.

Methodology

Source PDFs are downloaded from amesburyma.gov and related portals, parsed with a dedicated extraction service, and transformed into structured records by a large language model with a strict JSON schema.

Every transformation step is logged and the raw artifacts are retained so we can re-derive any structured record from its source if our pipeline changes.