The flow
Starts it 1Model 6Service 3
The steps in the order they run, from what starts it.
- 1Validate inputsLm Chat Google GeminiModel
- 2User Sends Message to BotTelegram triggerStarts it
- 3GeminiLm Chat Google GeminiModel
- 4Analyze user InputAgentModel
- 5Structured Output1Output Parser StructuredModel
- 6Process Ad DataAgentModel
- 7Structured OutputOutput Parser StructuredModel
- 8Scrape Ads from Meta and GoogleBrowser ActService
- 9Process Initialization AlertTelegramService
- 10Send Message to User ChatTelegramService
How it's built
- Starts on
- An incoming Telegram message
- Steps
- 10
- 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. 10 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 10 steps before you point it at anything that matters.