AI development Pinecone vs Qdrant vs pgvector: Choosing a Vector Database in 2026 There is no best vector database. There is the one that fits your hardest constraint. A practitioner who shipped one scores Pinecone, Qdrant, Weaviate, pgvector, Milvus, and Chroma on the questions that actually decide.
AI development Your Agent Is Only as Smart as Its Search: Inside Our Hybrid RAG on Qdrant Our matching agent answered a continuous stream of developer requests with confident, well-rounded, wrong shortlists, until we fixed the search under it. The architecture, the reasoning, and an interactive fusion demo you can tune yourself.
