Automation library · Lead generation

Ideal customer profile (ICP) generation: AI, Firecrawl, Gemini

Started by an incoming Telegram message, and works across Telegram. It hands the judgement calls to Gemini. 17 steps, 1 branch, 1 loop or waits: a working afternoon to understand properly.

MediumCalls a model: Gemini

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17 stepsMedium: a working afternoon
1Branch: places the flow splits
1Loop or waits
1Service it connects to

The flow

Starts it 1Model 7Logic 3Service 6

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

  1. 1Google Gemini Chat Model2Lm Chat Google GeminiModel
  2. 2Google Gemini Chat Model3Lm Chat Google GeminiModel
  3. 3Google Gemini Chat Model4Lm Chat Google GeminiModel
  4. 4Structured Output ParserOutput Parser StructuredModel
  5. 5Convert to FileConvert To FileService
  6. 6Convert to File1Convert To FileService
  7. 7User Request - TelegramTelegram triggerStarts it
  8. 8Basic LLM ChainChain LlmModel
  9. 9Basic LLM Chain1Chain LlmModel
  10. 10Extracts URL and No of PagesAgentModel
  11. 11TelegramTelegramService
  12. 12Sets url and no of pagesSetLogic
  13. 13If page 1 (true) or more than 1 (false)IfLogic
  14. 14Scrape One Page - user /scrape endpointHttp RequestService
  15. 15Scrapes more than one page - uses /crawl endpointHttp RequestService
  16. 16Wait 60 seconds - for scrapingWaitLogic
  17. 17GET - the scraped contentHttp RequestService

How it's built

Starts on
An incoming Telegram message
Steps
17, with 1 branch, 1 loop or waits
Size
Medium: a working afternoon
Connects to
Telegram
Model
Gemini

Questions

What does it need to run?

An n8n account, plus your own Telegram account, 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. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 17 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 17 steps before you point it at anything that matters.