Before You Add a Vector Database, Test What Postgres Search Already Solves
A staged search architecture for small AI apps: start with PostgreSQL full-text search, add pgvector when semantic recall is actually missing, combine both for hybrid retrieval, and move to dedicated vector infrastructure only when the workload proves it needs it.