Document Parsing and Extraction

Getting typed fields out of PDFs, scans and forms is the first stage of most enterprise AI pipelines and the one most pilots never test. Extraction is a ladder (text layer, OCR, layout model, vision model) chosen per page, its output is a schema with a confidence and a location per field, and its accuracy compounds: if field errors were independent, 96% per field would be 61% of twelve-field documents fully correct. The decisions that matter are which rung each page gets, and which fields a human still checks.