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Source MongoDB Blog mongodb.com Company Blog
January 12, 2026 ai_technology data_infrastructure

Vision RAG: Enabling Search on Any Documents

View original on mongodb.com

Summary

Information comes in many shapes and forms. While retrieval-augmented generation (RAG) primarily focuses on plain text, it overlooks vast amounts of data along the way. Most enterprise knowledge resides in complex documents, slides, graphics, and other multimodal sources. Yet, extracting useful information from these formats using optical character recognition (OCR) or other parsing techniques is often low-fidelity, brittle, and expensive. Vision RAG makes complex documents—including their figur

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