Automation library · Lead generation

AI-powered lead processing from Apify with Gemini

Started by an event in a connected app, and works across Google Sheets and Telegram. It puts Gemini behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 11 steps, 2 loops or waits: a working afternoon to understand properly.

MediumCalls a model: GeminiRetrieval

11 stepsMedium: a working afternoon
0Branches: places the flow splits
2Loops or waits
2Services it connects to

The flow

Starts it 1Model 3Logic 2Service 5

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

  1. 1When Executed by Another WorkflowExecute Workflow triggerStarts it
  2. 2Google Gemini Chat ModelLm Chat Google GeminiModel
  3. 3Simple MemoryMemory Buffer WindowModel
  4. 4Append row in sheet in Google SheetsGoogle Sheets ToolService
  5. 5Get row(s) in sheet in Google SheetsGoogle Sheets ToolService
  6. 6APIFY Post RequestHttp RequestService
  7. 7Knowledge Base AgentAgentModel
  8. 8Loop Over ItemsSplit In BatchesLogic
  9. 9Send a text messageTelegramService
  10. 10Wait for APIFY to ScrapeWaitLogic
  11. 11Apify Get RequestHttp RequestService

How it's built

Starts on
An event in a connected app
Steps
11, 2 loops or waits
Size
Medium: a working afternoon
Connects to
Google Sheets, Telegram
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 event in a connected app.

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?

Plan an afternoon. 11 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 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 11 steps before you point it at anything that matters.