Templates / Build a customer support RAG agent with GPT-5, Telegram & Pinecone

Build a customer support RAG agent with GPT-5, Telegram & Pinecone

Ready for 3.0

by Automate With Marc ✓ · 2,361 views · created 2025-08-08 · Support Chatbot, Multimodal AI

Ready for 3.0. This template uses no nodes that n8n 3.0 removes. No removed nodes, versions or helpers found. Static check, last run 2026-10-19.

What this workflow does

This AI workflow has 7 nodes and runs on Telegram events (message). Along the way it connects Telegram, OpenAI Chat Model, Pinecone Vector Store and Embeddings OpenAI.

How it runs

Trigger: On Telegram events (message).

  1. GPT-5 Customer Support Agent (AI Agent): runs an AI agent, with model: OpenAI Chat Model; 1 tool (Pinecone Vector Store); memory: Simple Memory
  2. Telegram: uses Telegram

Services it uses

TelegramOpenAI Chat ModelPinecone Vector StoreEmbeddings OpenAI

Before you upgrade to n8n 3.0

Nothing in this workflow is removed in n8n 3.0, so it should import and run after the upgrade.

Nodes used (7)

From the author

🧠 RAG-Based Customer Support Agent (GPT-5 + Telegram) Description: This workflow builds a powerful Retrieval-Augmented Generation (RAG) Customer Support Agent that interacts with users directly through Telegram using the GPT-5 model. It combines real-time…

Excerpt from Automate With Marc's description on n8n.io.

View the original on n8n.io → Check your own copy

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