Automation library · Research and reporting

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.

LargeCalls a model: OpenAIRetrieval

Download free
24 stepsLarge: read it before trusting it with anything live
1Branch: places the flow splits
1Loop or waits
2Services it connects to

The flow

Starts it 4Model 6Logic 6Service 8

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

  1. 1Window Buffer MemoryMemory Buffer WindowModel
  2. 2Get ChartTool WorkflowModel
  3. 3Telegram TriggerTelegram triggerStarts it
  4. 4Workflow Input TriggerExecute Workflow triggerStarts it
  5. 5OpenAI Chat ModelLm Chat Open AiModel
  6. 6WebhookWebhookStarts it
  7. 7Save TickerAirtable ToolService
  8. 8Schedule TriggerSchedule triggerStarts it
  9. 9AI AgentAgentModel
  10. 10SwitchSwitchLogic
  11. 11Set ValuesSetLogic
  12. 12Set Text1SetLogic
  13. 13Get tokensAirtableService
  14. 14Send AnalysisTelegramService
  15. 15Download FileTelegramService
  16. 16Set TextSetLogic
  17. 17Get Chart URLHttp RequestService
  18. 18Loop Over ItemsSplit In BatchesLogic
  19. 19TranscribeOpen AiModel
  20. 20Download ChartHttp RequestService
  21. 21Run AgentHttp RequestService
  22. 22Technical AnalysisOpen AiModel
  23. 23Send ChartTelegramService
  24. 24responseSetLogic

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.