Blog posts by: vector-database

Embeddings, Vector Databases & RAG APIs: The 2026 Build Guide

An LLM that does not know your data is a liability. Retrieval-augmented generation (RAG) fixes that โ€” grounding answers in your own content so they are accurate and citable. This guide shows you the embedding models, vector databases and patterns to build RAG that actually works in production.