Adaptive PDF Parsing: Escalate to Vision LLMs Only When Cheap Checks Fail
The piece shows how to build a cheap‑first PDF parsing pipeline that runs free, deterministic checks (char count, image count, table fingerprints) and only escalates to costly vision‑LLM parsers when those signals flag a missed answer. This cascade cuts parse costs by orders of magnitude while preserving accuracy for RAG systems.