The flow
Starts it 2Model 9Logic 1Service 3
The steps in the order they run, from what starts it.
- 1Telegram TriggerTelegram triggerStarts it
- 2When clicking ‘Execute workflow’Manual triggerStarts it
- 3Embeddings OpenAIEmbeddings Open AiModel
- 4OpenAI Chat ModelLm Chat Open AiModel
- 5Recursive Character Text SplitterText Splitter Recursive Character Text SplitterModel
- 6Simple MemoryMemory Buffer WindowModel
- 7Embeddings OpenAI1Embeddings Open AiModel
- 8Get row(s) in sheet in Google SheetsGoogle Sheets ToolService
- 9AI AgentAgentModel
- 10Download fileGoogle DriveService
- 11Pinecone Vector StoreVector Store PineconeModel
- 12Default Data LoaderDocument Default Data LoaderModel
- 13Pinecone Vector Store1Vector Store PineconeModel
- 14CodeCodeLogic
- 15Send a text messageTelegramService
How it's built
- Starts on
- An incoming Telegram message
- Steps
- 15
- Size
- Medium: a working afternoon
- Connects to
- Google Drive, Google Sheets, Pinecone, 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 Google Drive, Google Sheets, Pinecone 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?
Plan an afternoon. 15 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 15 steps before you point it at anything that matters.