
7/9/2025 · Daniel Azoulai
What this post added
This post details GoodData's successful migration to Qdrant for their AI analytics platform, moving from an unsustainable LLM context loading approach to a RAG strategy. It highlights Qdrant's role in enabling near-real-time embedding updates and fast semantic search, contributing to AI assistant response times of 5-10 seconds. The technical details include the use of Qdrant's Helm chart for Kubernetes deployment and the performance metrics achieved (embedding updates in seconds, search results in 100ms).