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🛍️ ShopSense AI

AI-Powered Semantic E-Commerce Platform

Search products naturally using Semantic Vector Search and receive AI-powered shopping insights in a fast, modern shopping experience.


Next.js MongoDB Vector Search Gemini OpenRouter JavaScript


📖 Overview

🏗️ Tech Stack

Frontend

  • Next.js (App Router)
  • JavaScript
  • CSS

Backend

  • Next.js API Routes

Database

  • MongoDB Atlas
  • MongoDB Compass

AI & Search

  • Gemini Embedding API
  • MongoDB Atlas Vector Search
  • OpenRouter API

Traditional e-commerce platforms rely on keyword-based search, which often fails to understand what users actually mean.

ShopSense AI uses Gemini Embeddings and MongoDB Atlas Vector Search to understand the meaning behind a user's query and retrieve semantically relevant products instead of exact keyword matches.

Each product also includes an AI Shopping Assistant powered by OpenRouter, allowing users to quickly learn about a product through concise AI-generated insights such as:

  • 👍 Pros & Cons
  • 💰 Worth the Money?
  • 🎯 Best For
  • ✨ Best Occasion

The goal of this project is to make product discovery faster, smarter, and more intuitive using modern AI technologies.

shine_uGZ93D5a.mp4

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AI-powered e-commerce platform with semantic product search using MongoDB Atlas Vector Search, Gemini Embeddings, and OpenRouter AI.

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