Lessons from building a customer assistant with RAG: vector DB selection, chunking strategies and evaluation.
We compared pgvector, Qdrant and Weaviate. Teams already running PostgreSQL find pgvector a frictionless start.
Semantic chunking outperforms fixed-size chunking significantly on accuracy.
We run regression tests on every PR using Ragas and an internal golden set.