Automation library · Lead generation

Lead gen agent (Telegram) with OpenAI

Started by an incoming Telegram message, and works across Telegram. It puts OpenAI behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 12 steps, 1 branch: a working afternoon to understand properly.

MediumCalls a model: OpenAIRetrieval

12 stepsMedium: a working afternoon
1Branch: places the flow splits
0Loops or waits
1Service it connects to

The flow

Starts it 1Model 6Logic 2Service 3

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

  1. 1leadScrapingTool WorkflowModel
  2. 2leadResearchTool WorkflowModel
  3. 3OpenAI Chat ModelLm Chat Open AiModel
  4. 4Simple MemoryMemory Buffer WindowModel
  5. 5Telegram TriggerTelegram triggerStarts it
  6. 6Lead AgentAgentModel
  7. 7Voice or TextSwitchLogic
  8. 8ResponseTelegramService
  9. 9Error ResponseTelegramService
  10. 10Download FileTelegramService
  11. 11TextSetLogic
  12. 12TranscribeOpen AiModel

How it's built

Starts on
An incoming Telegram message
Steps
12, with 1 branch
Size
Medium: a working afternoon
Connects to
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 Telegram account, 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. 12 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 12 steps before you point it at anything that matters.