Loop Engineering with Adaptive PDF Parsing: Start Cheap, Pay for a Heavier Parser Only When the Page Needs It

The article introduces an adaptive PDF parsing strategy that begins with lightweight, cost-effective parsers and only escalates to more expensive, deeper parsing when necessary. It emphasizes using free, deterministic checks to detect parsing failures early, optimizing costs in enterprise document intelligence workflows.