The flow
Starts it 1Model 2Logic 4Service 2
The steps in the order they run, from what starts it.
- 1Telegram TriggerTelegram triggerStarts it
- 2Groq Chat ModelLm Chat GroqModel
- 3Is PDF FileIfLogic
- 4Basic LLM ChainChain LlmModel
- 5Extract PDF DataExtract From FileService
- 6No Operation, do nothingNo OpLogic
- 7Send a text messageTelegramService
- 8Get PDF DataSetLogic
- 9Data Parser & CleanerCodeLogic
How it's built
- Starts on
- An incoming Telegram message
- Steps
- 9, with 1 branch
- Size
- Medium: a working afternoon
- Connects to
- Telegram
- Model
- Groq
Questions
What does it need to run?
An n8n account, plus your own Telegram account, and a key for Groq. 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 Groq. Model calls are billed by the provider, not by n8n.
How long does it take to set up?
Plan an afternoon. 9 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 itNothing 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 9 steps before you point it at anything that matters.