Voiceflow & Qdrant: Powering No-Code AI Agent Creation with Scalable Vector Search - Qdrant

This post details Voiceflow's migration from Pinecone to Qdrant for their RAG solution, highlighting Qdrant's advantages in scaling capabilities (horizontal scaling, multi-node setup), robust infrastructure support (AWS Private Links, KMS), and team responsiveness. Voiceflow transitioned from namespaces to Qdrant's collections, implemented quantization, and uses chunking search. They also leverage Qdrant's private link for SOC2 compliance and isolated data management for multitenancy. The outcome includes enhanced metadata tagging, optimized performance, and minimal operational overhead.