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Web Development · Capstone

AI Marketplace with Review Sentiment & Recommendations

Multi-vendor store where review sentiment shapes ratings and picks

5-6 weeks build

Overview

A multi-vendor marketplace with seller onboarding, catalogues, cart and orders. Every review passes through a sentiment model, and each product's displayed rating blends star scores with review sentiment so a five-star rant cannot inflate it. A recommendation service combines collaborative filtering with sentiment-weighted item similarity.

What makes it stand up

  • 01Separate buyer, vendor and admin roles with their own dashboards
  • 02Sentiment service scoring every review as it is posted
  • 03Dynamic product rating that blends stars with review sentiment
  • 04Hybrid recommendations from purchases and sentiment-weighted similarity
  • 05Vendor analytics on sales, review mood and returns

Module breakdown

  1. 01

    Storefront

    Next.js catalogue, search, cart and order flow.

  2. 02

    Vendor console

    Product listings, stock, orders and review insights.

  3. 03

    Sentiment service

    FastAPI model scoring reviews with aspect keywords.

  4. 04

    Rating engine

    Weighted blend of stars and sentiment with a volume prior.

  5. 05

    Recommender

    Collaborative filtering merged with content similarity.

After this, you will be able to

  • Explain how the blended rating resists fake or mismatched reviews
  • Defend the split between the web app and the ML service
  • Demo a review changing a product's rating and recommendations

Technology stack

  • Next.js
  • Node.js
  • MongoDB
  • Python
  • FastAPI
  • scikit-learn

Complete kit

₹9,499₹16,199
-41%

Delivered in under 48 hours

Level
Capstone
Domain
Web Development
Build time
5-6 weeks
Difficulty

You receive

  • Complete, commented source code
  • 60-90 page project report (IEEE format)
  • Editable presentation deck
  • Architecture, ER and UML diagrams
  • Local setup and deployment guide
  • Sample dataset or seed data
  • Viva question bank with answers
  • One 45-minute walkthrough call
  • 30 days of doubt-clearing support
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