Vector Databases What Is a Vector Database and Do I Actually Need One for My AI Project? A comprehensive guide to understanding vector databases, when they are essential for RAG applications, and when simpler alternatives like FAISS or pgvector are sufficient. Covers Pinecone, Chroma, Weaviate, and practical decision frameworks.