Automation library · Chat assistants

Smart Amazon shopping assistant with Gemini and Telegram

Started by an incoming Telegram message, and works across Telegram. It hands the judgement calls to Gemini. 15 steps, 1 branch: a working afternoon to understand properly.

MediumCalls a model: Gemini

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

The flow

Starts it 1Model 7Logic 4Service 3

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

  1. 1Google Gemini Chat Model1Lm Chat Google GeminiModel
  2. 2Google Gemini Chat Model2Lm Chat Google GeminiModel
  3. 3Structured Output ParserOutput Parser StructuredModel
  4. 4Google Gemini Chat Model3Lm Chat Google GeminiModel
  5. 5Telegram Message ReceiverTelegram triggerStarts it
  6. 6 Chat Response GeneratorAgentModel
  7. 7Message Intent ClassifierAgentModel
  8. 8Product Recommendation EngineAgentModel
  9. 9Product Query CleanerCodeLogic
  10. 10Send Chat ResponseTelegramService
  11. 11Product vs Chat RouterSwitchLogic
  12. 12 Send Product RecommendationsTelegramService
  13. 13Amazon Product ScraperHttp RequestService
  14. 14Product Data ProcessorCodeLogic
  15. 15Product List CombinerAggregateLogic

How it's built

Starts on
An incoming Telegram message
Steps
15, with 1 branch
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. 15 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 15 steps before you point it at anything that matters.