
As AI search evolves, developers are increasingly looking to move beyond traditional full-text capabilities toward semantic, vector-powered retrieval—without abandoning the flexibility of JSON-based data.
In this hands-on session, Akmal Chaudhri will show you how to go from querying rich JSON documents to enabling AI search using vector embeddings, all powered by SingleStore Kai, our MongoDB®-compatible API. You’ll learn how to index, transform, and search across both structured and unstructured data with real-time performance and minimal complexity.
Whether you're building smart product search, RAG pipelines, or AI-powered chat interfaces, this session will walk you through exactly how to unlock new search intelligence—starting from JSON.