This article breaks down how Databricks’ ai_parse_document and ai_query functions simplify PDF extraction in a proof-of-concept but introduce hidden challenges—ongoing costs, duplicate processing, non-deterministic outputs, and input noise—when you scale to a reliable production pipeline. It walks through the core issues and why you need additional system design for checkpointing, deduplication, deterministic validation, and PII handling before using it on real healthcare data.