Customer story
From 20% to 90% Accuracy: How Orbis Rebuilt RAG App with MCP
How Orbis Holding rebuilt a failing RAG system using Memgraph and MCP, boosting query accuracy from 20% to 90% on a 100M-node graph.
What's covered
- Why traditional one-shot LLM-to-Cypher pipelines fail on messy, real world graph data
- How MCP enables adaptive query refinement instead of silent empty results
- How Orbis reliably queries encoded, abbreviated, and translated multilingual properties without manual fixes
- How Memgraph handles low latency, multi-hop traversal at 100M node scale with consistent accuracy
