# Analyze stocks from Telegram with OpenAI and TwelveData: n8n workflow

> Started by an incoming Telegram message, and works across Telegram. It hands the judgement calls to OpenAI.

Source: https://millionrounds.com/workflow/analyze-stocks-from-telegram-with-openai-and-twelvedata (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)

# Analyze stocks from Telegram with OpenAI and TwelveData

Started by an incoming Telegram message, and works across Telegram. It hands the judgement calls to OpenAI. 15 steps: a working afternoon to understand properly.

Medium Calls a model: OpenAI

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fanalyze-stocks-from-telegram-with-openai-and-twelvedata)

**15 steps** Medium: a working afternoon

**0** Branches: places the flow splits

**0** Loops or waits

**1** Service it connects to

## The flow

Starts it 1 Model 4 Logic 4 Service 6

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

- 1 **OpenAI Chat Model** Lm Chat Open Ai *Model*
- 2 **Get Chart Image for Stock** Http Request Tool *Service*
- 3 **Telegram Stock Request Trigger** Telegram trigger *Starts it*
- 4 **AI Stock Tracking** Agent *Model*
- 5 **Convert to Stock Symbol** Open Ai *Model*
- 6 **Send Telegram Analysis Report** Telegram *Service*
- 7 **Fetch 4H Market Data** Http Request *Service*
- 8 **Fetch Daily Market Data** Http Request *Service*
- 9 **Fetch Weekly Market Data** Http Request *Service*
- 10 **Fetch Stock News** Http Request *Service*
- 11 **Merge Multi-Timeframe Data** Merge *Logic*
- 12 **News Sentiment Analyzer** Open Ai *Model*
- 13 **Structure Technical Dataset** Aggregate *Logic*
- 14 **Merge Technical and News Data** Merge *Logic*
- 15 **Final AI Context Builder** Aggregate *Logic*

## How it's built

- **Starts on:** An incoming Telegram message
- **Steps:** 15
- **Size:** Medium: a working afternoon
- **Connects to:** Telegram
- **Model:** OpenAI

## Questions

What does it need to run?

An n8n account, plus your own Telegram account, 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. 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%2Fanalyze-stocks-from-telegram-with-openai-and-twelvedata)
- **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.

[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)
- [**Agentic RAG assistant: Telegram-based knowledge orchestration** 15 steps · calls a model · Google Drive, Pinecone](https://millionrounds.com/workflow/agentic-rag-assistant-telegram-based-knowledge-orchestration)
- [**Analyze stocks with Telegram and OpenAI** 15 steps · calls a model · Telegram](https://millionrounds.com/workflow/analyze-stocks-with-telegram-and-openai)
- [**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)
- [**Automated cryptocurrency trading bot with ICT and OpenAI** 15 steps · calls a model · Notion, Telegram](https://millionrounds.com/workflow/automated-cryptocurrency-trading-bot-with-ict-and-openai)