July 8, 2026/3 min/referenceLayout-Aware vs VLM Parsing: When to Pay for a Vision Model to Read Your PDFsUse VLM parsing for scanned, complex, or merged-cell PDFs; use layout parsers for clean digital docs to save cost and latency.Read→#rag#pdf-parsing#ingestion