OCR Benchmarking Methodology for Production Document Types
Field-level accuracy matters more than overall OCR scores in production environments.
Lieselotte Brandt
Contributing Writer
Based in Berlin, Lieselotte reported on enterprise software adoption for a German-language trade publication for six years before moving to English-language technical media. She specializes in tracing how data moves between systems and the trust breakdowns that emerge across organizational boundaries.
4 stories
Field-level accuracy matters more than overall OCR scores in production environments.
Silent failures in intake compound quietly across thousands of documents before anyone notices.
PDFs store tables as positioned text, not structure, making extraction an inference problem.
Per-field monitoring catches silent accuracy losses that document-level metrics miss.