Deploying RAG Pipelines with OpenAI and Next.js

Retrieval-Augmented Generation (RAG) is transforming how user data is queried. Instead of traditional SQL full-text searches, vectorizing enterprise documentation into a database like Pinecone enables semantic search. Integrating OpenAI embeddings within a Next.js Edge API route allows for instantaneous, highly contextual responses across large document chunks—effectively granting your web application a synthesized memory of its own architectural data.