RAG & Knowledge Basesfree

Create an AI Telegram bot using Google Drive, Qdrant, and OpenAI GPT-4.1

by KonstantinUpdated Aug 2026

Requires

Google Drive

TelegramOpenAI

1/5

STEPS · 12

Starts on a Google Drive event

On new Google Drive files, embeds them into Qdrant with OpenAI, then answers Telegram queries through a retrieval agent.

Drive Knowledge Base Chat Agent

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

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

On chat message, an OpenAI agent retrieves knowledge from Qdrant and Google Drive to draft Zendesk ticket replies.