Enterprise RAG Knowledge Base
Vector Retrieval + Knowledge Graph + LLM Reasoning
Leveraging the latest RAG (Retrieval-Augmented Generation) technology with Milvus/Pinecone vector databases, Neo4j knowledge graphs, and mainstream LLMs to achieve 99%+ accuracy in enterprise knowledge retrieval and Q&A
Core Technical Capabilities
Multimodal Document Parsing
Support PDF/Word/Excel/PPT/Images/Scans with OCR+Table Recognition+Layout Analysis, 98%+ accuracy
Hybrid Knowledge Retrieval
Vector + Keyword + Knowledge Graph retrieval with BM25 + Dense Retrieval fusion algorithms
Enterprise Vector Database
Support Milvus/Pinecone/Weaviate/Qdrant with millisecond retrieval for 10M+ vectors
Knowledge Graph Reasoning
Build entity-relationship networks with Neo4j/ArangoDB, support multi-hop reasoning and path queries
Technical Advantages
High-Precision RAG Architecture
Latest RAG 2.0 with Query Rewriting + Multi-path Recall + Reranking, 99%+ retrieval accuracy
- •HyDE Hypothetical Document Enhancement
- •Multi-vector Indexing (Dense + Sparse)
- •LLM-assisted Reranking
- •Context Compression & Filtering
Enterprise Knowledge Graph
Automatic entity-relationship extraction, domain knowledge graph construction with graph reasoning and path queries
- •NER Named Entity Recognition
- •Relation Extraction & Alignment
- •Ontology Construction & Fusion
- •Multi-hop Reasoning Queries
Private & Secure Deployment
Support on-premise/private cloud deployment, data stays within internal network, compliant with MLPS 2.0/GDPR
- •End-to-end Encryption (AES-256)
- •Fine-grained Access Control (RBAC)
- •Complete Audit Logs
- •Support for Localized Adaptation
Core Application Scenarios
Enterprise Intelligent Customer Service
7x24 intelligent Q&A with real-time knowledge base updates, 80% efficiency boost, 95%+ accuracy
R&D Knowledge Assistant
Tech docs, API docs, code repository search, 50% R&D efficiency boost, reduce repetitive work
Legal Compliance Review
Smart contract review, legal knowledge base, risk identification, 70% audit efficiency boost
Training & Learning System
Intelligent training assistant, exam generation, learning path recommendation, 60% learning efficiency boost
Industry Success Stories
Serving 500+ enterprise clients, processing 1B+ documents, answering 10B+ queries
Major State-owned Bank - Financial Knowledge Base
10M+ financial product knowledge base, 99.2% RAG retrieval accuracy, 100K+ daily consultations
Automotive Manufacturer - Process Knowledge Management
30K+ process docs integration, 5K+ process nodes in knowledge graph, 40% R&D cycle reduction
Top-tier Hospital - Clinical Decision Support
Medical literature + clinical guidelines knowledge base, 96% diagnostic accuracy, 55% physician efficiency boost