RAG & Knowledge Basesfree

Two Stage Document Retrieval Chatbot with OpenAI and Supabase Vector Search

by Mark ShcherbakovUpdated Aug 2026

RequiresOpenAI

Supabase

1/5

FLOWS

STEPS · 6

Starts from a chat message

On a chat message, performs two-stage retrieval over a Supabase vector store and answers with OpenAI.

RAG & Genai App with WordPress Content

On a webhook query, answers from WordPress content embedded into a Supabase vector store, using OpenAI and Postgres chat memory.

On a webhook query, answers from WordPress content embedded into a Supabase vector store, using OpenAI and Postgres chat memory.

Loads Google Drive documents into a Qdrant vector store and answers questions via webhook using OpenAI retrieval QA.