Hybrid Vector × BM25 × Knowledge Graph Engine

Read documents with
cartographic precision.

DocuMind extracts knowledge entities, draws Louvain community relationships, and streams answers backed by verifiable passage-level citations.

PDF · TXT · MD · DOCX · Multi-File Intake

Enterprise-grade Infrastructure

Built on a highly optimized foundation combining dense vector embeddings with sparse keyword search and a knowledge graph core.

System Architecture Telemetry

OFFLINE

Retrieval FusionVector × BM25 × Graph

Graph ExtractionLouvain Community Detection

StreamingSSE Keep-Alive Heartbeat

CitationsPassage-Level Numerics

Requests Served0

Mean Latency—

Four integrated tools designed for comprehensive document analysis.

RAG

Ask anything. Answers stream live with numbered citations linked to source passages.

Chat · Cited · Streaming

SUMMARY

Topical synthesis & executive breakdowns with word counts and 1-click Markdown export.

Executive · Markdown

QUIZ

Volume-adaptive multiple choice quizzes with instant evidence callouts & difficulty filters.

Adaptive · Interactive

GRAPH

Interactive map of document entities, relationship edges, and Louvain community subgraphs.

Force-Graph · Louvain