INGESTION
- PyMuPDF
- Text extraction
- Table parsing
- Image handling
DEEPKERNELS STUDIOS

WHAT IS THE MULTIMODAL RAG SYSTEM
A fast document-intelligence pipeline for enterprise-style Q and A across text, tables, and images inside dense PDF collections.
PyMuPDF extraction
Qdrant vector DB
2.4x faster retrieval
A MULTIMODAL RAG
PIPELINE FOR COMPLEX
DOCUMENT SETS THAT NEED
SPEED
EXTRACT TEXT, TABLES, AND IMAGES FROM PDFS SO DIFFERENT CONTENT TYPES CAN BE SEARCHED TOGETHER
STORE EMBEDDINGS IN QDRANT AND BENCHMARK RETRIEVAL PERFORMANCE FOR COMPLEX DOCUMENT COLLECTIONS
DELIVER ENTERPRISE-STYLE QUESTION ANSWERING THROUGH A MULTIMODAL RAG STACK INSTEAD OF A GENERIC CHATBOT WRAPPER