Articles tagged with "RAG"
GraphRAG vs Vector RAG: Choosing the Right Retrieval for Your Agent
GraphRAG and vector RAG solve different retrieval problems. A production comparison of cost, latency, and answer quality — and the hybrid pattern we ship.
Ostap Kovalisko
Founder & AI Systems Architect
Neo4j Knowledge Graphs for AI Agents: When Vectors Aren't Enough
Vector search finds similar text. Knowledge graphs find connected facts. How we use Neo4j alongside 38,000 embeddings to answer relationship questions.
Ostap Kovalisko
Founder & AI Systems Architect
RAG in Production: What Breaks After the Demo
A RAG demo takes a weekend. Production takes months. The six failure modes we hit running RAG over 9 live business systems — and the fixes that held.
Ostap Kovalisko
Founder & AI Systems Architect
Vector Embeddings for Business Search: 38,000 Vectors Across 9 Systems
Lessons from running 38,000+ OpenAI embeddings over 9 business systems: chunking, metadata filters, sync strategy, and why small models are enough.
Ostap Kovalisko
Founder & AI Systems Architect