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GraphCore

Enterprise RAG.
Intelligence included.

Hybrid vector and graph search architecture for intelligent knowledge management. Built for organizations that need more than keyword matching.

GraphCore Logo

Core Features

Hybrid Search
Vector similarity search combined with graph traversal for complex multi-hop queries.

Qdrant • FalkorDB • LangChain

Multi-Tenant
Complete tenant isolation with per-tenant embeddings, metadata, and graph structures.

PostgreSQL • Redis • JWT Auth

Real-Time Personalization
Adaptive user profiling and content boosting based on behavioral patterns and preferences.

LangGraph • GPT-4o-mini

Architecture

Vector Path (Fast)

Direct similarity search for factual queries. ~200-500ms response time.

Use for: Single-concept queries, keyword search, document retrieval

Graph-Lite (Complex)

Entity extraction + graph traversal for relationships. ~500ms-2s response time.

Use for: Multi-hop reasoning, comparisons, trend analysis

Smart Routing

Automatic query classification based on keyword detection and intent analysis.

Use for: Seamless switching between vector and graph paths

How It Works

1. Query →

User submits natural language query through chat interface

2. Route →

Keyword detection classifies as FACTUAL or COMPLEX path

3. Synthesize

GPT-4o-mini generates answer from retrieved context

Technical Specifications

Ingestion

  • Document parsing (PDF, DOCX, MD, TXT)
  • Intelligent chunking with overlap
  • Binary quantized embeddings
  • Duplicate detection via SHA256 hashing

Storage

  • Qdrant vector database
  • FalkorDB graph database
  • PostgreSQL for metadata
  • Redis for semantic caching

Deployment

  • Docker Compose orchestration
  • Next.js microfrontend architecture
  • FastAPI backend with async support
  • Auth0 OAuth integration

Use Cases

Knowledge Management

Centralize organizational knowledge from documents, wikis, and notes. Query naturally, get relevant context.

Research Assistant

Connect insights across multiple documents. Find relationships, trends, and contradictions automatically.

Compliance & Audit

Track document versions, access patterns, and query history. Full audit trail for regulated industries.

Ready to deploy GraphCore?

Self-hosted, fully customizable, and built for enterprise scale. We handle deployment, integration, and ongoing support.