Multi-modal RAG System
Searchable, agent-accessible knowledge bases built from paper records, handwritten notes, scanned contracts, and email, with human-in-the-loop verification.
System Topology Pipeline
Drag to exploreClick any node to explore details.
Decades of records existed only as paper, handwriting, scans and email. Nothing could search across them, and no agent could reach them.
Hybrid retrieval rather than a single index, because lexical, semantic and relational questions each fail on the others. Cross-encoder reranking over the fused candidate set, and human-in-the-loop verification on the output rather than blind trust.
Unstructured archives became a searchable, agent-accessible knowledge base with citations back to source and a human checkpoint before anything is treated as settled.
Searchable, agent-accessible knowledge bases built from paper records, handwritten notes, scanned contracts, and email, with human-in-the-loop verification.