Vacuum Wars

An AI-based product recommendation agent for e-commerce

The Client

The Vacuum Wars team wanted an AI chatbot for customer inquiries, as well as recommendations. This application would feature

  • Personalized product suggestions based on user requirements (e.g., upright, stick, robotic vacuums).
  • Side-by-side comparisons of vacuum products
  • Automatic sharing of related YouTube video reviews
  • Latest vacuum data pulled from client reviews.
  • Seamless sharing of Amazon affiliate links to drive sales and generate passive revenue.

Services provided

  • Designed and developed a custom AI agent to assist users in selecting vacuum products.
  • Built a Retrieval-Augmented Generation (RAG) pipeline to fetch and reference products dynamically.
  • Integrated Amazon affiliate links to drive user purchases and support the client’s affiliate marketing business.
  • Enabled dynamic recommendations based on user preferences (budget, type, brand, etc.).
  • Implemented a comparison feature allowing users to compare multiple vacuum models.
  • Developed functionality to reference relevant YouTube videos from the client’s channel based on user queries.
  • Created a Custom GPT hosted on OpenAI for external access.
  • Built intent detection and query classification capabilities to personalize user interactions.

Features

Inquiries

  • Ask about products, either generic queries based on your requirements, or specific products

Product comparisons

  • Smart side-by-side comparisons of vacuum features, pros/cons, and pricing.

Personalized recommendations

  • Personalized product suggestions based on user requirements (e.g., upright, stick, robotic vacuums).

  • Related YouTube video reviews for enhanced shopping experience.

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