# Agentic RAG assistant: Telegram-based knowledge orchestration: n8n workflow

> Started by an incoming Telegram message, and works across Google Drive, Pinecone and Telegram.

Source: https://millionrounds.com/workflow/agentic-rag-assistant-telegram-based-knowledge-orchestration (Millionrounds; every figure on the page links to its filing or article)

[Automation library](https://millionrounds.com/workflows) · [Chat assistants](https://millionrounds.com/workflows?category=Chat+assistants#library)

# Agentic RAG assistant: Telegram-based knowledge orchestration

Started by an incoming Telegram message, and works across Google Drive, Pinecone and Telegram. It puts OpenAI behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 15 steps: a working afternoon to understand properly.

Medium Calls a model: OpenAI Retrieval

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fagentic-rag-assistant-telegram-based-knowledge-orchestration)

**15 steps** Medium: a working afternoon

**0** Branches: places the flow splits

**0** Loops or waits

**3** Services it connects to

## The flow

Starts it 2 Model 9 Logic 2 Service 2

The steps in the order they run, from what starts it.

- 1 **SET: Ingestion Config** Set *Logic*
- 2 **SET: Query Config** Set *Logic*
- 3 **Embeddings OpenAI** Embeddings Open Ai *Model*
- 4 **Recursive Character Text Splitter** Text Splitter Recursive Character Text Splitter *Model*
- 5 **OpenAI Chat Model** Lm Chat Open Ai *Model*
- 6 **Simple Memory** Memory Buffer Window *Model*
- 7 **Embeddings OpenAI1** Embeddings Open Ai *Model*
- 8 **Data Source Node** Google Drive trigger *Starts it*
- 9 **Telegram Trigger** Telegram trigger *Starts it*
- 10 **Pinecone Vector Store** Vector Store Pinecone *Model*
- 11 **Default Data Loader** Document Default Data Loader *Model*
- 12 **AI Agent** Agent *Model*
- 13 **Pinecone Vector Store1** Vector Store Pinecone *Model*
- 14 **Download file** Google Drive *Service*
- 15 **Send a text message** Telegram *Service*

## How it's built

- **Starts on:** An incoming Telegram message
- **Steps:** 15
- **Size:** Medium: a working afternoon
- **Connects to:** Google Drive, Pinecone, Telegram
- **Model:** OpenAI
- **Retrieval:** Answers are drawn from documents you supply, not from the model alone

## Questions

What does it need to run?

An n8n account, plus your own Google Drive, Pinecone and Telegram accounts, and a key for OpenAI. You connect your own accounts after importing it; none are included.

What starts it?

It starts on an incoming Telegram message.

Does it use AI?

Yes. It calls OpenAI. Its answers draw on documents you give it, not on the model alone. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 15 steps is enough that you should read each one before running it.

How do I import it?

Copy the workflow, open a new workflow in n8n and paste. The steps appear on the canvas, ready for your own accounts.

**Before you run it**

Nothing here has been tested by us. It is somebody's working automation, read and described from its own steps. Treat the connections it wants as a list of accounts it will touch, and read the 15 steps before you point it at anything that matters.

## Run it in n8n

- **Create your n8n account** Free to start. n8n is where the workflow runs. [Create an n8n account ↗](https://millionrounds.com/n8n)
- **Download the workflow** Free with a Millionrounds account. [Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fagentic-rag-assistant-telegram-based-knowledge-orchestration)
- **Paste it into n8n** Open a new workflow in n8n and paste. Then connect your own accounts.

Stored with the author's traces removed: canvas notes, instance identifiers, saved credential names and any live document they had left behind.

## Connects to

Each opens the other workflows that use it.

[Google Drive](https://millionrounds.com/workflows?service=Google+Drive#library)[Pinecone](https://millionrounds.com/workflows?service=Pinecone#library)[Telegram](https://millionrounds.com/workflows?service=Telegram#library)

## Workflows like it

Also chat assistants, with the same services where possible, closest in size first.

- [**AI-powered Telegram & WhatsApp Business agent workflow** 15 steps · calls a model · Google Sheets, Telegram](https://millionrounds.com/workflow/ai-powered-telegram-and-whatsapp-business-agent-workflow)
- [**Analyze stocks from Telegram with OpenAI and TwelveData** 15 steps · calls a model · Telegram](https://millionrounds.com/workflow/analyze-stocks-from-telegram-with-openai-and-twelvedata)
- [**Analyze stocks with Telegram and OpenAI** 15 steps · calls a model · Telegram](https://millionrounds.com/workflow/analyze-stocks-with-telegram-and-openai)
- [**Automate Client Onboarding with Asana and Slack** 15 steps · calls a model · Asana, Gmail](https://millionrounds.com/workflow/automate-client-onboarding-with-asana-and-slack)
- [**Automate email responses with OpenAI and Telegram** 15 steps · calls a model · Gmail, Telegram](https://millionrounds.com/workflow/automate-email-responses-with-openai-and-telegram)
- [**Automated crypto news digest to Telegram with RSS and OpenAI** 15 steps · calls a model · RSS, Telegram](https://millionrounds.com/workflow/automated-crypto-news-digest-to-telegram-with-rss-and-openai)