The reading is done by machines, at a depth no manual pass could reach
Registers, filings, tariff schedules, disclosures and review corpora are unstructured and inconsistent. Language models read them, resolve entities across sources that spell the same thing four ways, and emit structured records. Every record keeps a pointer back to the document and the position it came from, which is what makes a named source possible at scale rather than as a promise.


