Smart Product Recommendation

Deliver personalized product suggestions that boost average order value, increase engagement, and turn casual browsers into loyal customers.

What It Does

This AI Agent ingests your product catalog and customer data to generate tailored recommendations across channels. It matches customer preferences, browsing behavior, and inventory signals to suggest the right products at the right time — via Telegram and embedded Frame Chat. Built-in analytics continuously measure performance so recommendations improve with every interaction.

Ingests product catalog and customer data to generate tailored recommendations

Matches customer preferences, browsing behavior, and inventory signals

Delivers recommendations via Telegram and embedded Frame Chat

Built-in analytics continuously measure performance for ongoing optimization

Who It's For

Is This Right For You?

This workflow is designed for teams and individuals who want to streamline their operations

Ecommerce & Online Stores

Increase cross-sell and upsell revenue

Content and Streaming Platforms

Personalize suggestions and reduce churn

Fashion and Retail Brands

Deliver style matches and size-aware recommendations

Marketing Teams

Access data-driven insights to optimize campaigns

What You Get

Prebuilt Delaverse workflow with comprehensive recommendation components:

Prebuilt Delaverse workflow with nodes for Google Sheets, AI Assistant, Telegram, Frame Chat, Container, and AI Analyzer

Recommendation instruction templates and personalization rules

Example Google Sheet product catalog template

Telegram bot delivery templates (rich messages with images & links)

Frame Chat interface starter theme and FAQ snippets

Analytics configuration templates for recommendation performance tracking

Quickstart guide and testing checklist

How It Works

Get started in 3 simple steps

Connect your product catalog

Google Sheets with product attributes like name, price, category, images and inventory

AI generates recommendations

AI Assistant analyzes customer context and generates ranked, personalized recommendations

Deliver and optimize

Via Telegram or Frame Chat; collect interaction data for analytics and optimization

Import the workflow, connect your Google Sheet and Telegram bot, and test with sample users.

Watch Tutorial

See It In Action

Watch this step-by-step tutorial to see how easy it is to set up and use this workflow. No technical experience required.

Ready to Transform Your Workflow?

Choose Your Path Forward

Start automating today with our ready-to-use workflow, or get personalized setup assistance from our team

Instant Access

Get Started Now

Plug this AI Agent into your store and start serving smarter recommendations in hours — no ML team required. Import the workflow, connect your Google Sheet and Telegram bot, and test with sample users.

Expert Help

Get Custom Setup

Need help tailoring the recommendation logic, integrating with your storefront, or scaling to high traffic? We offer professional setup and customization to match your catalog complexity and business rules.

Join thousands of teams already using Delaverse workflows to automate their operations