Articles tagged with "Embeddings"
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
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
Intent Classification with LLMs: Sub-200ms Routing for AI Agents
How to route user requests to the right AI action in under 200ms using embeddings, confidence tiers, and a small classifier — without burning a full LLM call.
Ostap Kovalisko
Founder & AI Systems Architect