Smart Amazon shopping assistant with Gemini AI and Telegram

by Roshan Ramani ✓ · 1,525 views · created 2025-07-24 · Lead Nurturing, AI Chatbot

What this workflow does

This AI workflow has 15 nodes and runs on Telegram events (message). Along the way it connects Google Gemini Chat Model and Telegram. It also calls api.apify.com over HTTP.

How it runs

Trigger: On Telegram events (message).

1. Product Query Cleaner (Code): runs custom JavaScript code
2. Message Intent Classifier (AI Agent): runs an AI agent, with model: Google Gemini Chat Model; output parser: Structured Output Parser
3. Product vs Chat Router (Switch): routes items into 2 branches
4. Amazon Product Scraper (HTTP Request): calls api.apify.com (POST)
5. Chat Response Generator (AI Agent): runs an AI agent, with model: Google Gemini Chat Model
6. Product Data Processor (Code): runs custom JavaScript code
7. Send Chat Response (Telegram): uses Telegram
8. Product List Combiner (Aggregate): combines items into one
9. Product Recommendation Engine (AI Agent): runs an AI agent, with model: Google Gemini Chat Model
10. Send Product Recommendations (Telegram): uses Telegram

Services it uses

Google Gemini Chat ModelTelegram

HTTP calls to: api.apify.com

Before you upgrade to n8n 3.0

Nodes used (9)

• Google Gemini Chat Model@n8n/n8n-nodes-langchain.lmChatGoogleGemini
• Structured Output Parser@n8n/n8n-nodes-langchain.outputParserStructured
• Telegram Triggern8n-nodes-base.telegramTrigger
• Coden8n-nodes-base.code
• AI Agent@n8n/n8n-nodes-langchain.agent
• Switchn8n-nodes-base.switch
• Telegramn8n-nodes-base.telegram
• HTTP Requestn8n-nodes-base.httpRequest
• Aggregaten8n-nodes-base.aggregate

From the author

🛒 Smart Telegram Shopping Assistant with AI Product Recommendations Workflow Overview Target User Role: E-commerce Business Owners, Affiliate Marketers, Customer Support Teams Problem Solved: Businesses need an automated way to help customers find products…

View the original on n8n.io → Check your own copy