What is Docling? IBM Research's open source answer to the document preparation problem in enterprise AI
IBM's Docling is an open-source document processing framework designed to convert various unstructured data formats into structured outputs suitable for AI applications, addressing the complexities of scaling Retrieval-Augmented Generation (RAG) systems in enterprise environments. The project has evolved through community contributions, highlighting the importance of effective document chunking and explainability in ensuring accurate and reliable AI outputs.
For enterprise AI practitioners focused on integrating Retrieval-Augmented Generation (RAG) systems, Docling's approach to document preparation is crucial. By converting diverse document formats into structured, AI-ready data while maintaining document integrity, Docling addresses the often-underestimated complexity of scaling RAG applications across thousands of documents. This highlights the importance of robust document preparation layers to ensure accurate, scalable, and explainable AI deployments in enterprise environments.