A new Docling-focused workflow shows how developers can parse PDFs locally for RAG systems while preserving richer structure such as tables. That matters because many enterprise knowledge bases still begin as PDFs, and flat text extraction often destroys the relationships that retrieval needs.

Keeping the workflow local also speaks to privacy and compliance concerns. For teams handling sensitive documents, better local parsing can improve retrieval quality without sending files to external document-processing services.