# Technical stock analysis with Telegram and Airtable: n8n workflow

> Started by an incoming Telegram message, and works across Airtable and Telegram. It puts OpenAI behind a retrieval step, so answers are drawn from documents...

Source: https://millionrounds.com/workflow/technical-stock-analysis-with-telegram-and-airtable (Millionrounds; every figure on the page links to its filing or article)

[Automation library](https://millionrounds.com/workflows) · [Research and reporting](https://millionrounds.com/workflows?category=Research+and+reporting#library)

# Technical stock analysis with Telegram and Airtable

Started by an incoming Telegram message, and works across Airtable and Telegram. It puts OpenAI behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 24 steps, 1 branch, 1 loop or waits: large, and worth reading before you trust it with anything live.

Large Calls a model: OpenAI Retrieval

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

**24 steps** Large: read it before trusting it with anything live

**1** Branch: places the flow splits

**1** Loop or waits

**2** Services it connects to

## The flow

Starts it 4 Model 6 Logic 6 Service 8

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

- 1 **Window Buffer Memory** Memory Buffer Window *Model*
- 2 **Get Chart** Tool Workflow *Model*
- 3 **Telegram Trigger** Telegram trigger *Starts it*
- 4 **Workflow Input Trigger** Execute Workflow trigger *Starts it*
- 5 **OpenAI Chat Model** Lm Chat Open Ai *Model*
- 6 **Webhook** Webhook *Starts it*
- 7 **Save Ticker** Airtable Tool *Service*
- 8 **Schedule Trigger** Schedule trigger *Starts it*
- 9 **AI Agent** Agent *Model*
- 10 **Switch** Switch *Logic*
- 11 **Set Values** Set *Logic*
- 12 **Set Text1** Set *Logic*
- 13 **Get tokens** Airtable *Service*
- 14 **Send Analysis** Telegram *Service*
- 15 **Download File** Telegram *Service*
- 16 **Set Text** Set *Logic*
- 17 **Get Chart URL** Http Request *Service*
- 18 **Loop Over Items** Split In Batches *Logic*
- 19 **Transcribe** Open Ai *Model*
- 20 **Download Chart** Http Request *Service*
- 21 **Run Agent** Http Request *Service*
- 22 **Technical Analysis** Open Ai *Model*
- 23 **Send Chart** Telegram *Service*
- 24 **response** Set *Logic*

## How it's built

- **Starts on:** An incoming Telegram message
- **Steps:** 24, with 1 branch, 1 loop or waits
- **Size:** Large: read it before trusting it with anything live
- **Connects to:** Airtable, 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 Airtable 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?

Take your time. At 24 steps it is large: read it before trusting it with anything live.

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 24 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%2Ftechnical-stock-analysis-with-telegram-and-airtable)
- **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.

[Airtable](https://millionrounds.com/workflows?service=Airtable#library)[Telegram](https://millionrounds.com/workflows?service=Telegram#library)

## Workflows like it

Also research and reporting, with the same services where possible, closest in size first.

- [**Real-time stock insights with Claude and Grok** 24 steps · calls a model · Telegram](https://millionrounds.com/workflow/real-time-stock-insights-with-claude-and-grok)
- [**Automate LinkedIn engagement with OpenRouter and Google Sheets** 23 steps · calls a model · Google Sheets, Telegram](https://millionrounds.com/workflow/automate-linkedin-engagement-with-openrouter-and-google-shee)
- [**Automate multi-website Google Analytics reports with OpenAI** 25 steps · calls a model · Email, Gmail](https://millionrounds.com/workflow/automate-multi-website-google-analytics-reports-with-openai)
- [**Automated multi-agent trading analysis with OpenAI** 23 steps · calls a model · Notion, Telegram](https://millionrounds.com/workflow/automated-multi-agent-trading-analysis-with-openai)
- [**IPhone scraping + AI evaluation + Google Sheets & Airtable** 23 steps · calls a model · Airtable, Gmail](https://millionrounds.com/workflow/iphone-scraping-ai-evaluation-google-sheets-and-airtable)
- [**LinkedIn Auto-Engagement with OpenRouter and Google Sheets** 23 steps · calls a model · Google Sheets, Telegram](https://millionrounds.com/workflow/linkedin-auto-engagement-with-openrouter-and-google-sheets)