RAG & Knowledge Basesfree

Multi Department Support BOT with Slash Commands, Pinecone & Telegram

by moosaUpdated Aug 2026

Requires

Google DriveOpenRouter

Postgres

1/5

FLOWS

STEPS · 26

Starts on a Telegram event

On Telegram messages, an OpenRouter agent answers via Pinecone RAG built from Google Drive docs, routing slash commands with Postgres memory.

Drive Document Chat Agent

When files are added to Google Drive, embeds them into Pinecone with Gemini, letting a chat agent answer questions over the documents.

On a chat message or Google Drive upload, embeds files into Supabase and answers questions with an OpenAI RAG agent.

When files are added to Google Drive, indexes them into Milvus with Cohere embeddings so an OpenAI chat agent answers questions.