The flow
Starts it 1Model 6Logic 10Service 10
The steps in the order they run, from what starts it.
- 1Telegram TriggerTelegram triggerStarts it
- 2Simple MemoryMemory Buffer WindowModel
- 3gpt-5-miniLm Chat Open AiModel
- 4gemini-2.5-flashLm Chat Google GeminiModel
- 5Set Initial DataSetLogic
- 6Generator AgentAgentModel
- 7SwitchSwitchLogic
- 8Fix JSON OutputCodeLogic
- 9TextSetLogic
- 10Get Image UrlHttp RequestService
- 11Get Audio UrlHttp RequestService
- 12Only PDF FileIfLogic
- 13Image Generation Ready?SwitchLogic
- 14Analyze ImageOpen AiModel
- 15Download AudioHttp RequestService
- 16Get File UrlHttp RequestService
- 17Incorrect formatTelegramService
- 18Nano Banana APIHttp RequestService
- 19Send Text MessageTelegramService
- 20ImageSetLogic
- 21Transcribe AudioOpen AiModel
- 22Download FileHttp RequestService
- 23Convert Image to BinaryCodeLogic
- 24AudioSetLogic
- 25Extract from FileExtract From FileService
- 26Send a photo messageTelegramService
- 27FileSetLogic
How it's built
- Starts on
- An incoming Telegram message
- Steps
- 27, with 3 branches
- Size
- Large: read it before trusting it with anything live
- Connects to
- Telegram
- Model
- Gemini, 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 Telegram account, and a key for Gemini and 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 Gemini and 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 27 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 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 27 steps before you point it at anything that matters.