The flow
Starts it 1Model 4Logic 5Service 7
The steps in the order they run, from what starts it.
- 1Analyzer ScraperLm Chat Google GeminiModel
- 2Transaction Image or PDF ReceivedTelegram triggerStarts it
- 3Parse OutputOutput Parser StructuredModel
- 4Parse details & add categoryAgentModel
- 5SwitchSwitchLogic
- 6Make it prettyCodeLogic
- 7Get image from serverTelegramService
- 8Get file from serverTelegramService
- 9Get Remaining BudgetHttp RequestService
- 10Loop for Multiple ItemsSplit In BatchesLogic
- 11Analyze the image or pdfGoogle GeminiModel
- 12Parse JSONCodeLogic
- 13Confirmation MessageTelegramService
- 14Post to FireflyHttp RequestService
- 15Pull required fieldsSetLogic
- 16Make CSVConvert To FileService
- 17Send CSVTelegramService
How it's built
- Starts on
- An incoming Telegram message
- Steps
- 17, with 1 branch, 1 loop or waits
- Size
- Medium: a working afternoon
- Connects to
- Telegram
- Model
- Gemini
Questions
What does it need to run?
An n8n account, plus your own Telegram account, and a key for Gemini. 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 Gemini. Model calls are billed by the provider, not by n8n.
How long does it take to set up?
Plan an afternoon. 17 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.
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 17 steps before you point it at anything that matters.