Capabilities Matrix
Uncompromising performance.
Agentic Reasoning
LangGraph-powered adaptive retrieval and query rewriting. Our system doesn't just match keywords; it understands intent and iterates.
Hybrid Search Engine
Combines OpenSearch BM25 precision with advanced vector semantics for uncompromising accuracy across complex documents.
Precise Citations
Zero hallucinations. Every answer includes exact page numbers and verbatim text excerpts directly from your uploaded knowledge base.
Multi-Doc Filtering
Instantly filter your queries by specific document IDs or search across your entire indexed library with ease.
Advanced Parsing
Leverages Docling for complex document structures, effortlessly handling nested tables, sections, and formulas.
WhatsApp Integration
Connect the RAG pipeline to WhatsApp Business for instant auto-replies directly from your indexed knowledge base.