Automation library · Chat assistants

AI-powered Amazon product recommendations with 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

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

The flow

Starts it 2Model 4Logic 5Service 6

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

  1. 1Telegram TriggerTelegram triggerStarts it
  2. 2Error TriggerError triggerStarts it
  3. 3Parse Validation OutputOutput Parser StructuredModel
  4. 4Gemini 2.5 FlashLm Chat Google GeminiModel
  5. 5Validate Product InputChain LlmModel
  6. 6Give DelayWaitLogic
  7. 7Format Error NotificationCodeLogic
  8. 8Generate RecommendationsChain LlmModel
  9. 9Check Product ValidityIfLogic
  10. 10Send Processing StatusTelegramService
  11. 11Notify AdminTelegramService
  12. 12Send Final ResponseTelegramService
  13. 13Extract Chat & QuerySetLogic
  14. 14Send Valid ConfirmationTelegramService
  15. 15Send Invalid MessageTelegramService
  16. 16Decodo APIDecodoService
  17. 17Process Product DataCodeLogic

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.