Engineers standing up a new semantic search or RAG system must choose between Pinecone, Weaviate, Qdrant, pgvector, and Chroma — then configure the right index type (HNSW, IVF, flat) for their data volume and query SLA. Wrong choices cause costly migrations after launch.