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DeepKnowledge by DeepFusionLabs — An Enterprise RAG platform with triple-storage architecture combining vector search, knowledge graphs, and full-text search for maximum retrieval precision across enterprise knowledge bases.

DeepKnowledge

Enterprise RAG with triple-storage architecture — vector search, knowledge graph, and full-text retrieval with agentic orchestration. Precision that single-method RAG systems can't match.

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Triple-Storage Architecture

Most RAG systems rely on vector similarity alone. DeepKnowledge fuses three retrieval methods through a unified knowledge graph — finding the best answer regardless of how information is structured.

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Vector Search

Semantic Similarity

Contextualized embeddings find answers based on meaning, not keywords. Retrieval fusion and reranking for precision.

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Knowledge Graph

Relationship Traversal

LLM-extracted entities and relationships form a cross-document knowledge graph — discovering connections that vector search alone would miss.

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Full-Text Search

Precision Retrieval

BM25 lexical search with typo tolerance for exact terms, document IDs, regulatory codes, and named entities.

Key Capabilities

🤖 Agentic Orchestration

AI agent coordinates retrieval, evaluates sufficiency, and adapts strategy per query — with full observability via OpenTelemetry.

📄 Contextualized Chunking

Intelligent document splitting — preserving structure, tables, headers, and cross-references across chunk boundaries.

📌 Source Attribution

Every answer includes precise citations — document, section, paragraph. Full traceability from answer to source.

🌐 Full Hebrew Support

Bidirectional text, prefix particle handling, bilingual retrieval. Hebrew, English, or both.

🔌 MCP Server Interface

Integrates with any AI assistant, chatbot, or workflow. Drop-in knowledge layer for existing applications.

Use Cases

Policy & Compliance Q&A

Precise answers about internal policies, regulations, and compliance requirements — with source citations.

Contract Intelligence

Find specific clauses, obligations, and terms across thousands of contracts. Compare provisions instantly.

Technical Knowledge Base

Query documentation, runbooks, architecture decisions, and incident reports in natural language.

Customer Support

Instant answers from product docs, past tickets, and knowledge articles — reducing resolution time.

Unlock Your Organization's Knowledge

Build an intelligent knowledge engine over your documents and organizational data. See DeepKnowledge in action.

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DeepKnowledge's RAG engine core also powers DeepQuery — our self-service BI & Text2SQL platform.