Kapsy | AI Gift-Concierge Agent

Kapsy | AI Gift-Concierge Agent

Kapsy | AI Gift-Concierge Shopping Agent

Kapsy is an AI gift-concierge agent built for the Kapruka Agent Challenge. It turns a free-form request like "a thoughtful birthday gift for my mother under LKR 5000" into grounded, catalogue-aware recommendations and can plan and place the order end to end.

How It Works

  • A large language model interprets gifting intent, budget, and occasion
  • Retrieval-augmented generation (RAG) grounds answers in a live product catalogue via vector search
  • Tool / function calling lets the agent search, build a cart, and prepare an order
  • Human-in-the-loop safeguards keep real orders gated until explicitly enabled

Key Features

  • Conversational gift discovery in natural language
  • Grounded, catalogue-aware recommendations (no hallucinated products)
  • Autonomous, multi-step order planning
  • Budget, occasion, and recipient-aware suggestions

Kapsy showcases a production-minded agentic AI pattern: LLM reasoning + RAG retrieval + tool use, wrapped in guardrails suitable for real commerce.

Technologies Used

  • Large Language Models
  • RAG (Retrieval-Augmented Generation)
  • Function / Tool Calling
  • Vector Search
  • Python
  • Next.js