# Analyze stock charts with OpenAI and Telegram: 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-stock-charts-with-openai-and-telegram (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 stock charts with OpenAI and Telegram

Started by an incoming Telegram message, and works across Telegram. It hands the judgement calls to OpenAI. 6 steps: small enough to read in one sitting and change without fear.

Small Calls a model: OpenAI

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

**6 steps** Small: readable in one sitting

**0** Branches: places the flow splits

**0** Loops or waits

**1** Service it connects to

## The flow

Starts it 1 Model 3 Service 2

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

- 1 **Telegram Trigger** Telegram trigger *Starts it*
- 2 **OpenAI Chat Model** Lm Chat Open Ai *Model*
- 3 **Structured Output Parser** Output Parser Structured *Model*
- 4 **Edit Image** Edit Image *Service*
- 5 **Basic LLM Chain** Chain Llm *Model*
- 6 **Telegram** Telegram *Service*

## How it's built

- **Starts on:** An incoming Telegram message
- **Steps:** 6
- **Size:** Small: readable in one sitting
- **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?

Not long. At 6 steps it can be read in one sitting and changed without fear.

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 6 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-stock-charts-with-openai-and-telegram)
- **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 text-to-image for Telegram with Gemini** 6 steps · calls a model · Telegram](https://millionrounds.com/workflow/ai-text-to-image-for-telegram-with-gemini)
- [**Automate daily AI news with Perplexity Sonar Pro and Telegram** 6 steps · calls a model · Google Sheets, Telegram](https://millionrounds.com/workflow/automate-daily-ai-news-with-perplexity-sonar-pro-and-telegra)
- [**Chat with Google Sheets and Gemini** 6 steps · calls a model · Google Sheets, Telegram](https://millionrounds.com/workflow/chat-with-google-sheets-and-gemini)
- [**Convert Telegram messages to to-do lists with Gemini** 6 steps · calls a model · Notion, Telegram](https://millionrounds.com/workflow/convert-telegram-messages-to-to-do-lists-with-gemini)
- [**Daily digest generator for Telegram groups with Gemini** 6 steps · calls a model · Telegram](https://millionrounds.com/workflow/daily-digest-generator-for-telegram-groups-with-gemini)
- [**English vocabulary bot for Telegram with Gemini** 6 steps · calls a model · Telegram](https://millionrounds.com/workflow/english-vocabulary-bot-for-telegram-with-gemini)