RAGFlow
Deep document understanding — tables, images, multi-language
The top alternatives to Docling in the RAG Frameworks space, compared on features, pricing, and what they're best at.
Updated April 29, 2026
Docling is IBM Research's open-source document conversion toolkit, designed for AI-driven workflows that need clean, structured data from messy documents. It converts PDFs, DOCX, PPTX, HTML, images, and more into JSON or markdown while preserving layout, tables, equations, code blocks, and lists.
RAGFlow
Deep document understanding — tables, images, multi-language
Unstructured
Ingests 65+ file formats: PDFs, DOCX, PPTX, HTML, images, emails
LlamaIndex
Data framework for LLM applications
Haystack
Modular RAG framework
Reducto
Vision parsing
Pathway
Rust-powered streaming engine — millions of data points/sec
Carbon (Perplexity)
Data connectors
Vectara
R2R
RAG engine
Chunkr
Captain
Scalable knowledge search
WhyHow
Compresr
Context compression
One platform for routing, observability, tracing, and evals across every LLM provider.