Automation library · CRM

Capture and Store CRM Contacts with Telegram and Gemini

Started by an incoming Telegram message, and works across Google Sheets, Telegram and n8n data table. It puts Gemini behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 22 steps, 2 branches: large, and worth reading before you trust it with anything live.

LargeCalls a model: GeminiRetrieval

22 stepsLarge: read it before trusting it with anything live
2Branches: places the flow splits
0Loops or waits
3Services it connects to

The flow

Starts it 1Model 5Logic 7Service 9

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

  1. 1Telegram TriggerTelegram triggerStarts it
  2. 2Google Gemini Chat ModelLm Chat Google GeminiModel
  3. 3Simple MemoryMemory Buffer WindowModel
  4. 4Create new contactGoogle Sheets ToolService
  5. 5Update existing contactGoogle Sheets ToolService
  6. 6Search for contactGoogle Sheets ToolService
  7. 7parametersSetLogic
  8. 8Send "typing..."TelegramService
  9. 9AI AgentAgentModel
  10. 10Add sessionID to inputMergeLogic
  11. 11Get sessionIDData TableService
  12. 12Send a text messageTelegramService
  13. 13SwitchSwitchLogic
  14. 14If no sessionID or /newIfLogic
  15. 15Get audio fileTelegramService
  16. 16Analyze imageGoogle GeminiModel
  17. 17Process text inputCodeLogic
  18. 18Generate sessionIDCryptoService
  19. 19Transcribe audioGoogle GeminiModel
  20. 20Process extracted dataCodeLogic
  21. 21Upsert row(s)Data TableService
  22. 22Process audio transcriptCodeLogic

How it's built

Starts on
An incoming Telegram message
Steps
22, with 2 branches
Size
Large: read it before trusting it with anything live
Connects to
Google Sheets, Telegram, n8n data table
Model
Gemini
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 Sheets and Telegram accounts, 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. 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 22 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 22 steps before you point it at anything that matters.