RAG App with OpenAI & Pinecone

Build a production RAG application using OpenAI for embeddings and generation, Pinecone for vector storage, and Supabase for user data.

Setup: 1 week

6 tools

3 use cases

Best For

Document Q&A

Knowledge bases

Enterprise search

Stack Components

Supabase

Postgres development platform with instant APIs, auth, realtime sync, storage, pgvector support, and an MCP experience that fits modern AI app teams.

Vercel

AI cloud for shipping web products with Git-based deployment, previews, global edge delivery, agent tooling, fluid compute, and integrated AI app infrastructure.

Pinecone

Managed vector database for semantic search and hybrid retrieval with serverless operations, metadata filters, and production-ready indexing for AI workloads.

OpenAI API

OpenAI's platform API for chat, tool-calling agents, realtime voice, structured outputs, image generation, and production AI product backends.

Pinecone

Purpose-built vector database for production retrieval with hybrid search, reranking, tenant isolation, and managed serverless or BYOC deployment.

Clerk

Developer-focused auth platform for shipping user accounts, orgs, sessions, and admin controls into AI SaaS products, copilots, and internal tools.

Getting Started

1
Supabase
Postgres development platform with instant APIs, auth, realtime sync, storage, pgvector support, and an MCP experience that fits modern AI app teams.
2
Vercel
AI cloud for shipping web products with Git-based deployment, previews, global edge delivery, agent tooling, fluid compute, and integrated AI app infrastructure.
3
Pinecone
Managed vector database for semantic search and hybrid retrieval with serverless operations, metadata filters, and production-ready indexing for AI workloads.
4
OpenAI API
OpenAI's platform API for chat, tool-calling agents, realtime voice, structured outputs, image generation, and production AI product backends.
5
Pinecone
Purpose-built vector database for production retrieval with hybrid search, reranking, tenant isolation, and managed serverless or BYOC deployment.
6
Clerk
Developer-focused auth platform for shipping user accounts, orgs, sessions, and admin controls into AI SaaS products, copilots, and internal tools.

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